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Repository: goodrobots/vision_landing
Branch: master
Commit: b7fc1e3e31af
Files: 24
Total size: 212.4 KB

Directory structure:
gitextract__k5kjdkx/

├── .gitignore
├── LICENSE
├── README.md
├── calibration/
│   ├── aruco_calibration_board_a4.yml
│   ├── d435-1280x720.yml
│   ├── d435-640x480.yml
│   ├── ocam5cr-calibration-1280x720.yml
│   ├── ocam5cr-calibration-640x480.alt.yml
│   ├── ocam5cr-calibration-640x480.yml
│   ├── r200-calibration-1280x720.yml
│   ├── r200-calibration-1920x1080.yml
│   ├── r200-calibration-640x480.yml
│   ├── raspicamv1-calibration-1280x720.yml
│   ├── raspicamv1-calibration-640x480.yml
│   ├── raspicamv2-calibration-640x480.yml
│   ├── sj4000-calibration-1280x720.yml
│   └── sj4000-calibration-640x480.yml
├── markers/
│   └── 2x2map.yml
├── src/
│   ├── CMakeLists.txt
│   ├── args.hxx
│   ├── pkQueueTS.hpp
│   └── track_targets.cpp
├── vision_landing
└── vision_landing.service

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
CMakeCache.txt
CMakeFiles/
cmake_install.cmake
Makefile
src/install_manifest.txt
track_targets
vision_landing.conf


================================================
FILE: LICENSE
================================================
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  If you develop a new program, and you want it to be of the greatest
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  If the program does terminal interaction, make it output a short
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================================================
FILE: README.md
================================================
# vision_landing

_**WARNING: This project is currently discontinued and is of academic interest only. ArduPilot and PX4 autopilots do not yet safely support vision based precision landing.  PLEASE DO NOT USE THIS CODE other than for experimental or learning purposes.  IT WILL behave dangerously.  You have been warned.**_

### Precision landing using visual targets.  
This is a project to achieve precision landing on drones using ArduCopter firmware, using (monocular) vision alone.  Fiducial markers are printed and used as landing targets, and these targets provide orientation, location and distance information when combined with accurate size information of the markers and calibrated camera information.  No rangefinder is necessary, as the distance to target is obtained automatically through pose estimation of the markers.  

Demonstrations
--------------------
### vision_landing from RTL  
<a href="https://www.youtube.com/watch?v=E5PEEvcGPGc" target="_new_"><img src="https://github.com/goodrobots/vision_landing/blob/master/media/rtl-landing.png" width="400"></a>  
### vision_landing using Infrared  
<a href="https://www.youtube.com/watch?v=4ahQUu4kxuk" target="_new_"><img src="https://github.com/goodrobots/vision_landing/blob/master/media/ir-gray.png" width="400"></a>  
### vision_landing using multiple video/data streams, colormapped in realtime  
<a href="https://www.youtube.com/watch?v=OnWrUb7D-T4" target="_new_"><img src="https://github.com/goodrobots/vision_landing/blob/master/media/ir-colormap.png" width="400"></a>
### Detection altitude using 720p video  
Landing marker detected and locked on at 23 meters altitude, using very poor quality 720p video.  Much higher altitude can be expected using better quality camera/settings.  
<img src="https://raw.githubusercontent.com/fnoop/vision_landing/master/media/23m-720p.png" width="400">  
### Detection altitude using 1080p video  
Landing marker detected and locked on at 32 meters altitude, using very poor quality 1080p video.  Much higher altitude can be expected using better quality camera/settings.  
<img src="https://raw.githubusercontent.com/fnoop/vision_landing/master/media/32m-1080p.png" width="400">  

Dependencies
--------------------
**OpenCV (>3.0 recommended)**  
If possible find packages for your OS for version 3.0 or above (or install from source, for the brave), or else install 2.x packages for your OS.  For debian/ubuntu which currently only has opencv2.4, you probably want to install at least these packages:  
 - libopencv-dev  
 - libopencv-calib3d-dev  
 - libopencv-highgui-dev  
 - libopencv-imgproc-dev
Note that this was developed using OpenCV 3.2, although current dev/testing is under 4.0.1.  SolvePNP which is the underlying function for pose estimation that aruco uses is somewhat broken in 2.4 so aruco includes it's own routines, only using solvepnp in OpenCV >3.0.

**Aruco (>3.0.0)**
It is recommended to install 3.1.0 from https://github.com/fnoop/aruco as it has some fixes that haven't been released yet.  
Installation is straight forward:  
 ```
 git clone https://github.com/fnoop/aruco
 git checkout 3.1.0
 cd aruco
 cmake . && make && sudo make install
 ```

**Dronekit**
Install the latest dronekit:  
 ```
 sudo pip install dronekit
 ```

Printing Targets/Markers
--------------------
The landing targets used in this project are called 'fiducial markers'.  Fiducial markers are encoded objects (think QR codes or bar codes) that are used by computer vision systems as reference points in a scene.  There are numerous different types of encodings, which are called 'dictionaries'.  The marker library used in this project (Aruco) has its own set of dictionaries, but it also supports other dictionary types such as AprilTags.  
In order to perform the recommended calibration (detailed below in the next section), it is necessary to print a specific A4 marker board:  
 https://github.com/goodrobots/vision_landing/blob/master/calibration/aruco_calibration_board_a4.pdf  
It is important to print this on A4 size paper in exactly the size and proportions given in the PDF, as there are specific properties of the board that are expected by the calibration process.  
When it comes to the landing markers themselves, the size and format depends on the nature of the craft and landing situations.  The higher the craft normally flies or will start landing from, the larger the target needs to be in order to be detected.  However, larger targets are more difficult to produce, transport and store, and they become unreadable at lower altitudes as they exceed the Field of View of the camera.  If precision landing is acceptable from a lower altitude then a smaller target can be used.  Alternatively, multiple targets can be used with varying sizes, so a larger target can be used for high altitude lock-on, then the vision system can switch to smaller targets at lower altitude for better precision and to keep within the FoV.  
Aruco recommends the 'ARUCO_MIP_36h12' dictionary for the best compromise between marker size and robustness.  
<img src="https://github.com/goodrobots/vision_landing/blob/master/markers/aruco_mip_36h12_00012.png" width="300">  
This is a 36bit (6x6) 250 element dictionary and the intermarker distance is smaller than other aruco dictionaries such as 16h3 (4x4), so it's possible after further testing that these dictionaries with smaller marker size are better for precision landing.  Indeed, practical testing has shown that using a dictionary with a smaller grid size (and hence larger element or 'pixel' size) gives much better results from altitude.  If a larger dictionary with lots of different tags is not required, then it is recommended to use a dictionary such as the AprilTags 16h5 dictionary.  
<img src="https://github.com/goodrobots/vision_landing/blob/master/markers/tag16_05_00011.png" width="300">  

So to start with, it is recommended to print a couple of markers (at your choice of size, A4 or A3 are easy to print and a good start):  
 https://github.com/goodrobots/vision_landing/blob/master/markers/aruco_mip_36h12_00012.png  
 https://github.com/goodrobots/vision_landing/blob/master/markers/aruco_mip_36h12_00036.png  
Once printed, measure the size of the marker (black edge to black edge) and this is fed as the marker size parameter to vision_landing.  However, note that you should either print the white border or mount the marker on a white background that leaves a white border around the black marker itself - the white border is important for reliable detection.  
It is important that the markers do not deform, bend, flap or move, so it's advisable to mount them on something solid like board or perspex.  Cardboard mounting up to A1 size is easy to find in local print, craft or stationary shops.  It is particularly important to make sure the A4 calibration page is rigid when doing the calibration.  

In order to address the problem of large markers exceeding the camera FoV at lower altitudes, multiple markers of differing sizes can be used.  As the craft descends in altitude locked on to a large marker, at some point a smaller marker will come into view and can be locked on to.  Marker boards can be used for increased robustness and accuracy.  An example of such a multiple marker board is included as an A1 PDF:
https://github.com/goodrobots/vision_landing/blob/master/markers/a1-landing.pdf  
<img src="https://github.com/goodrobots/vision_landing/blob/master/markers/a1-landing.png" width="300">  
After testing and experimentation, it was found to have less markers as close together as possible in a circular pattern, with small pattern grids and larger intermarker distances gave better results.  An updated marker board as below is preset as default in the config file:  
https://github.com/goodrobots/vision_landing/blob/master/markers/april16h5-landing-a1.pdf  
<img src="https://github.com/goodrobots/vision_landing/blob/master/markers/april16h5-landing-a1.png" width="300">  

Also during development and testing, it was found that as the smaller markers come into view, the detection bounces between the two which can cause oscillations or other unexpected (and undesirable!) behaviour of the UAV.  A configurable filter that helps to debounce the detection thresholds has been implemented and can be set in the config:  
```
## Marker tracking history - number of frames that each marker is tracked for active marker transition  
markerhistory=30  
## Marker tracking threshold - percentage of frames in tracking history that marker must be detected to be activated  
markerthreshold=80  
```
The above settings mean that a 30 frame marker buffer is used (equal to 1 second at 30fps), and that of the last 30 frames, the smaller marker must be accurately detected in at least 80% of those 30 frames before vision_landing will lock on to that new smaller marker.  This greatly helps when landing on a pattern of concentric diminishing markers.  

Camera Calibration
--------------------
In order to perform any accurate Computer Vision work, you must first calibrate your camera.  Every camera and lens combination has different focal lengths, field of view, aperture, sensor size, optical center and lens distortions (eg. fisheye also known as positive radial distortion, or barrel distortion).  Even cameras or lenses of the same make/model will have small manufacturing tolerance/mistakes.  All of these must be known and compensated for.  
OpenCV (which is what the vision code in this project uses) uses optional 'Camera Matrix' and 'Distortion Coefficients'  matrices (collectively called intrinsics) which are used to 'undistort' the raw image for accurate further processing and can also be used to automatically calculate focal length and field of view, necessary in turn to calculate the target angular offsets for precision landing and pose estimation used for accurate distance measurements.  There are numerous calibration methods for opencv, but there is a simple interactive routine included in the Aruco software installed as a dependency, so that process is recommended and documented briefly here:  
 - Print the A4 calibration board detailed above
 - Run aruco_calibration program:  
   ```aruco_calibration live mycamera_calibration.yml -m <vision_landing_dir>/calibration/aruco_calibration_board_a4.yml -size 0.033```
 - Move the calibration board so it's in every position of the screen, particularly the outer edges (this is very important to capture the distortion of the lens at it's most extreme) and press 's' to capture a calibration snapshot at each position.
 - After taking enough snapshots (more the better, at least 10 is good), press 'c' to produce the calibration.  With the above command, it will produce a 'mycamera_calibration.yml'  

Installation
--------------------
First ensure the above dependencies are already installed.  

There are two main components:  
 - vision_landing, a python script
 - track_targets, a c++ program

track_targets must be compiled and installed into the main directory before vision_landing can be run.  vision_landing calls track_targets to do the actual target detection and vector calculations.
 ```
 git clone https://github.com/goodrobots/vision_landing
 cd vision_landing/src
 cmake . && make && make install
 ```
You should now have a track_targets file in the same directory as the vision_landing script (the root of the vision_landing project).

### Service Installation  
In order to provide startup at system boot and 'graceful' stop, a systemd manifest is provided (vision_landing.service).  To install, either alter the manifest with the full path to where vision_landing has been downloaded to (replace all instances of /usr/local/vision_landing with new path), or perhaps easier is to copy or symlink the directory to /usr/local and the provided manifest can be used without alteration.  The following should be executed from the root of vision_landing project (ie. in the same directory as the vision_landing script and track_targets after install):  
 ```
 sudo ln -s `pwd` /usr/local
 sudo cp vision_landing.service /etc/systemd/system
 sudo systemctl daemon-reload
 ```  

 ### Maverick - Automated Installation
 The [Maverick](http://github.com/goodrobots/maverick) project pre-installs everything necessary for vision_landing.  Flash-able OS images are available for multiple platforms.  To start vision_landing, ensure anything else that is using the camera is stopped, and simply use:  
 `maverick start vision_landing`  


Running
--------------------
To run this project, you MUST have accurate calibration data for your camera sensor/lens combination.  This can be quite challenging to accomplish, so sample calibration data for Odroid oCam 5cr and Raspberry Pi cameras (v1 only) are included in the calibration directory.  More will hopefully be added in the future.  Note that even these supplied calibrations will not necessarily be perfect or even be guaranteed to work for your particular camera/lens combination, even if they are the same model.  It is highly recommended to take 10 minutes to perform the calibration.

### Systemd running
Systemd is the recommended way to run vision_landing, and assumes that the 'Recommended Installation' in the previous section has been completed.  Using systemd, starting vision_landing is as simple as executing:  
 ```sudo systemctl start vision_landing```  
It can be stopped by executing:  
 ```sudo systemctl stop vision_landing```  
Note that when using systemd for control, mandatory and optional parameters are set using vision_landing.conf.  

### Manual running
vision_landing can also be run without systemd by just calling the main script and relying on the config file for correct configuration, or calling with the necessary mandatory and optional parameters.  It is highly recommended to use the config file for ease of use and minimum confusion.  

**Examples**
```
./vision_landing # (uses values in vision_landing.conf)
./vision_landing --input /dev/ttyS0 --markersize 0.235 --calibration calibration/ocam5cr-calibration-640x480.yml
./vision_landing --markerid 580 --markerdict TAG36h11 --input /dev/ttyS0 0.235 --calibration calibration/ocam5cr-calibration-640x480.yml
./vision_landing --simulator --input /dev/video2 --output "appsrc ! autovideoconvert ! v4l2video11h264enc ! h264parse ! rtph264pay config-interval=1 pt=96 ! udpsink host=192.168.1.70 port=5000 sync=false" --markerdict TAG36h11 --input tcp:localhost:5777 --markersize 0.235 --calibration calibration/ocam5cr-calibration-640x480.yml
./vision_landing --input /dev/video2 --output /srv/maverick/data/video/landing.mpg --markerdict TAG36h11 --input tcp:localhost:5777 --markersize 0.235 --width 1280 --height 720 --calibration calibration/ocam5cr-calibration-1280x720.yml
```

### Mandatory parameters  
 - **connect**: This is the dronekit connection string, eg. /dev/ttyS0 (for serial connection to FC), tcp:localhost:5770 (tcp connection to mavproxy), udp:localhost:14560 (udp connection to mavproxy).
 - **markersize**: This is the size of the fiducial marker in meters.  So a typical april tag printed on A3 will be around 23.5cm from black edge to black edge, so the value here would be 0.235.
 - **calibration**: This is the file containing calibration data, eg. calibration/ocam5cr-calibration-640x480.yml

### Optional parameters  
** Note that the --fakerangefinder flag is needed unless you have a proper laser rangefinder or running arducopter >3.5-rc2 **  
 - **--input**: This is the video stream 'pipeline' used to look for targets.  It defaults to /dev/video0 which is what most USB cameras show up as (/dev/video2 typically for odroid xu4 with hardware encoding activated).  Video files can be used for testing by just specifying the video file name here.  A gstreamer pipeline can also be used here as long as it ends in appsink (eg. v4l2src device=/dev/video2 ! decodebin ! videoconvert ! appsink)
 - **--output**: This is the output 'pipeline' that can be used to save the video stream with AR data overlaid.  This can either be a video file name (which will be uncompressed and very large), or you can create gstreamer pipelines.  Example pipeline for odroid xu4 with hardware encoding activated to stream h264 compressed video with AR markers in realtime would be (note gstreamer pipeline must start with appsrc):   
  ```appsrc ! autovideoconvert ! v4l2video11h264enc ! h264parse ! rtph264pay config-interval=1 pt=96 ! udpsink host=192.168.1.x port=5000 sync=false```
 - **--markerid**: Specify a marker ID to detect.  If specified, only a target matching this ID will be used for landing and any other target will be rejected.  If not specified, all targets in the specified or default dictionary will be detected and the closest will be chosen for landing.
 - **--markerdict**: Type of marker dictionary to use.  Only one dictionary can be detected at any one time.  Supported dictionaries are: ARUCO ARUCO_MIP_16h3 ARUCO_MIP_25h7 ARUCO_MIP_36h12 ARTOOLKITPLUS ARTOOLKITPLUSBCH TAG16h5 TAG25h7 TAG25h9 TAG36h11 TAG36h10.  Defaults to ARUCO_MIP_36h12.
 - **--simulator**: If this flag is set, when the dronekit connection is made the script will wait for prearm checks to pass and then take off to preset altitude and then initiate landing.  This is typically used when connecting to SITL simulator to test precision landing.
 - **--width**: Set the width of the incoming video stream.  Note that camera intrinsics are resized but this will only work if the area of camera is sensor is the same as the calibration.  If a different aspect ratio is used then an appropriate calibration should be used, ie. 1280x720 resolution will not work with 640x480 calibration data.
 - **--height**: As width, but for height.
 - **--fps**: This attempts to set frames per second of incoming video but this is often not supported by the camera driver.  It can be used as a 'fudge factor' if saved video files look too fast or slow.
 - **--brightness**: This can be used to increase or decrease gain or brightness in high or low light conditions.
 - **--fakerangefinder**: This flag tells vision_landing to also send fake rangefinder data based on distance detected from a selected target.  This is necessary for arducopter firmware <3.5-rc2.
 - **--verbose**: Turn on some extra info/debug output

## Intel RealSense enhancements
The *realsense* branch of this project adds some enhancements when using an Intel RealSense camera.  These units actually have three cameras inside - a color RGB camera, two near-InfraRed cameras, and they also have a laser projector for throwing IR patterns onto flat surfaces that are otherwise hard to map.  From the two infrared cameras, a depth map is calculated.  All of this is done in custom ASIC hardware on the unit so no additional processing is necessary on the host computer.  In addition, the units are factory calibrated and intrinsic calibration data is automatically available for each individual unit through the librealsense library/api.  They are an excellent, cheap option for obtaining stereo depth data.  
However, for the purposes of vision_landing they have advantages and disadvantages.  On the downside, the cameras are very low quality mobile-pinhole type lenses/sensors.  They are configured by default for indoor use, and configuring them for outdoor use is tricky.  In particular, the color RGB camera is very poor and is terrible at high contrasting colours - unfortunately exactly what the landing markers are - the white bleeds onto the black and makes detection difficult and unreliable.  On the upside, the two IR cameras are global shutter and high framerate (up to 90fps).  This makes them actually very good for Computer Vision, and excellent results can be obtained using these cameras.  It seems that the toner of laser printers absorb IR very well, so targets printed on a laser printer have excellent contrast to the IR cameras and are very clear from altitude.  In addition, the streams from the three cameras can be read simultaneously, as well as the synthetic streams for depth, and corrected and synchronised streams between the cameras.  This means we can use the IR camera for the marker detection and estimation, and use either the color stream or depth mapping for visualisation.  


================================================
FILE: calibration/aruco_calibration_board_a4.yml
================================================
%YAML:1.0
aruco_bc_dict: ARUCO_MIP_36h12
aruco_bc_nmarkers: 20
aruco_bc_mInfoType: 0
aruco_bc_markers:
   - { id:161, corners:[ [ -1250., -1450., 0. ], [ -750., -1450., 0. ],
       [ -750., -1950., 0. ], [ -1250., -1950., 0. ] ] }
   - { id:227, corners:[ [ -250., -1450., 0. ], [ 250., -1450., 0. ], [
       250., -1950., 0. ], [ -250., -1950., 0. ] ] }
   - { id:85, corners:[ [ 750., -1450., 0. ], [ 1250., -1450., 0. ], [
       1250., -1950., 0. ], [ 750., -1950., 0. ] ] }
   - { id:166, corners:[ [ -750., -950., 0. ], [ -250., -950., 0. ], [
       -250., -1450., 0. ], [ -750., -1450., 0. ] ] }
   - { id:244, corners:[ [ 250., -950., 0. ], [ 750., -950., 0. ], [
       750., -1450., 0. ], [ 250., -1450., 0. ] ] }
   - { id:144, corners:[ [ -1250., -450., 0. ], [ -750., -450., 0. ], [
       -750., -950., 0. ], [ -1250., -950., 0. ] ] }
   - { id:90, corners:[ [ -250., -450., 0. ], [ 250., -450., 0. ], [
       250., -950., 0. ], [ -250., -950., 0. ] ] }
   - { id:214, corners:[ [ 750., -450., 0. ], [ 1250., -450., 0. ], [
       1250., -950., 0. ], [ 750., -950., 0. ] ] }
   - { id:153, corners:[ [ -750., 50., 0. ], [ -250., 50., 0. ], [ -250.,
       -450., 0. ], [ -750., -450., 0. ] ] }
   - { id:7, corners:[ [ 250., 50., 0. ], [ 750., 50., 0. ], [ 750.,
       -450., 0. ], [ 250., -450., 0. ] ] }
   - { id:143, corners:[ [ -1250., 550., 0. ], [ -750., 550., 0. ], [
       -750., 50., 0. ], [ -1250., 50., 0. ] ] }
   - { id:219, corners:[ [ -250., 550., 0. ], [ 250., 550., 0. ], [ 250.,
       50., 0. ], [ -250., 50., 0. ] ] }
   - { id:78, corners:[ [ 750., 550., 0. ], [ 1250., 550., 0. ], [ 1250.,
       50., 0. ], [ 750., 50., 0. ] ] }
   - { id:159, corners:[ [ -750., 1050., 0. ], [ -250., 1050., 0. ], [
       -250., 550., 0. ], [ -750., 550., 0. ] ] }
   - { id:209, corners:[ [ 250., 1050., 0. ], [ 750., 1050., 0. ], [
       750., 550., 0. ], [ 250., 550., 0. ] ] }
   - { id:13, corners:[ [ -1250., 1550., 0. ], [ -750., 1550., 0. ], [
       -750., 1050., 0. ], [ -1250., 1050., 0. ] ] }
   - { id:247, corners:[ [ -250., 1550., 0. ], [ 250., 1550., 0. ], [
       250., 1050., 0. ], [ -250., 1050., 0. ] ] }
   - { id:237, corners:[ [ 750., 1550., 0. ], [ 1250., 1550., 0. ], [
       1250., 1050., 0. ], [ 750., 1050., 0. ] ] }
   - { id:100, corners:[ [ -750., 2050., 0. ], [ -250., 2050., 0. ], [
       -250., 1550., 0. ], [ -750., 1550., 0. ] ] }
   - { id:6, corners:[ [ 250., 2050., 0. ], [ 750., 2050., 0. ], [ 750.,
       1550., 0. ], [ 250., 1550., 0. ] ] }


================================================
FILE: calibration/d435-1280x720.yml
================================================
%YAML:1.0
---
image_width: 1280
image_height: 720
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 9.5184581361560402e+02, 0., 6.9603166699329518e+02, 0.,
       8.5119274893929366e+02, 3.5100439081567129e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 1.3354150548207788e-01, -4.2352076836541502e-03,
       7.2103047346773974e-02, -6.6299211011281861e-02,
       -2.0028506424249306e+00 ]


================================================
FILE: calibration/d435-640x480.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: f
   data: [ 2.12665997e+01, 0., 3.91298920e+02, 0., 1.00516953e+02,
       1.99458557e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: f
   data: [ -7.61123234e-03, 8.11523496e-05, -1.29759137e-03,
       1.34489697e-03, -2.41024395e-07 ]


================================================
FILE: calibration/ocam5cr-calibration-1280x720.yml
================================================
%YAML:1.0
---
image_width: 1280
image_height: 720
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 1.3440884040820424e+03, 0., 6.9905156745199122e+02, 0.,
       1.3467815094749353e+03, 3.8248170253646941e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ -4.7871621275114645e-01, 5.4981010471419212e-01,
       -2.5231381980395746e-03, -7.2442090246576209e-04,
       -6.5971250176164065e-01 ]


================================================
FILE: calibration/ocam5cr-calibration-640x480.alt.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 6.6121494917337247e+02, 0., 3.2828841718686101e+02, 0.,
       6.5618744814267620e+02, 1.9107124426366272e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ -4.2521027321415589e-01, 1.6184870648672697e-01,
       1.0785595182920660e-02, -4.6897192269970264e-03,
       8.5242077077199302e-03 ]


================================================
FILE: calibration/ocam5cr-calibration-640x480.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 5.9735378164978681e+02, 0., 3.2679919454715503e+02, 0.,
       6.0372905645583614e+02, 2.8010613705134386e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ -3.9267258438550706e-01, 2.3586462855322002e-01,
       -1.0512656347201383e-02, -6.8267662796361807e-04,
       -1.3795994095762154e-01 ]


================================================
FILE: calibration/r200-calibration-1280x720.yml
================================================
%YAML:1.0
---
image_width: 1280
image_height: 720
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 9.2816139520991885e+02, 0., 6.4301704018620785e+02, 0.,
       9.2778873253260781e+02, 3.7498666412608128e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 9.5751948597244715e-02, -6.5241365732573608e-01,
       -2.0828586224311361e-03, -7.0621354398648674e-04,
       8.7552357956889237e-01 ]


================================================
FILE: calibration/r200-calibration-1920x1080.yml
================================================
%YAML:1.0
---
image_width: 1920
image_height: 1080
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 1.4302707103631117e+03, 0., 9.8298453177709575e+02, 0.,
       1.4290231496186070e+03, 5.6279173856551881e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 8.4267570788474924e-02, -6.2358151257688899e-01,
       8.3815550773588268e-04, 2.1128443195196503e-03,
       9.3539169816479428e-01 ]


================================================
FILE: calibration/r200-calibration-640x480.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 6.0783617044102618e+02, 0., 3.1581780741003723e+02, 0.,
       6.1120408601302597e+02, 2.5008129529549603e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 1.4816645713462362e-01, -1.0182391728955875e+00,
       -1.8143434742778767e-03, -3.6992078893083903e-03,
       1.4676077663793050e+00 ]


================================================
FILE: calibration/raspicamv1-calibration-1280x720.yml
================================================
%YAML:1.0
---
image_width: 1280
image_height: 720
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 1.0870591972997881e+03, 0., 5.1985156867369221e+02, 0.,
       1.1095304896744867e+03, 6.5370374660295761e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 6.7506039599485021e-02, -5.9048530625047245e-02,
       1.7155220868880776e-03, -5.2020426468591507e-02,
       2.7634211934173425e-02 ]


================================================
FILE: calibration/raspicamv1-calibration-640x480.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 6.5896698580363773e+02, 0., 3.1002321894647190e+02, 0.,
       6.5682077412787862e+02, 2.3106121559640056e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 1.1852650267166695e-01, -5.1934013894639219e-01,
       -3.0733227337306872e-03, -5.5608500948949660e-03,
       2.6916737484502573e-01 ]


================================================
FILE: calibration/raspicamv2-calibration-640x480.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 4.9260281220532505e+02, 0., 3.2983271307718115e+02, 0.,
       4.9185805133583187e+02, 2.4829905879256435e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ 1.7239420667429373e-01, -5.5553264866253949e-01,
       2.4128347703893300e-03, 2.7407429940248681e-03,
       4.9313531402738187e-01 ]


================================================
FILE: calibration/sj4000-calibration-1280x720.yml
================================================
%YAML:1.0
---
image_width: 1280
image_height: 720
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 1.8593258445340257e+03, 0., 6.3832828268340643e+02, 0.,
       1.7109359494675668e+03, 3.4853591106543831e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ -7.3405019069485866e-01, 7.3735108609330446e-01,
       2.6216434201067888e-02, 7.1663397680407998e-02,
       1.2758125148276322e+00 ]


================================================
FILE: calibration/sj4000-calibration-640x480.yml
================================================
%YAML:1.0
---
image_width: 640
image_height: 480
camera_matrix: !!opencv-matrix
   rows: 3
   cols: 3
   dt: d
   data: [ 3.7037165052172065e+02, 0., 3.1804464317636484e+02, 0.,
       3.6986507401947409e+02, 2.3433401660781536e+02, 0., 0., 1. ]
distortion_coefficients: !!opencv-matrix
   rows: 1
   cols: 5
   dt: d
   data: [ -3.0928475932553318e-01, 1.1286735280595565e-01,
       2.7916987103310091e-04, 2.9956904211408351e-04,
       -1.9893030862940957e-02 ]


================================================
FILE: markers/2x2map.yml
================================================
%YAML:1.0
---
aruco_bc_dict: ARUCO_MIP_36h12
aruco_bc_nmarkers: 4
aruco_bc_mInfoType: 0
aruco_bc_markers:
   - { id:161, corners:[ [ -550., -50., 0. ], [ -50., -50., 0. ], [ -50.,
       -550., 0. ], [ -550., -550., 0. ] ] }
   - { id:227, corners:[ [ 50., -50., 0. ], [ 550., -50., 0. ], [ 550.,
       -550., 0. ], [ 50., -550., 0. ] ] }
   - { id:85, corners:[ [ -550., 550., 0. ], [ -50., 550., 0. ], [ -50.,
       50., 0. ], [ -550., 50., 0. ] ] }
   - { id:166, corners:[ [ 50., 550., 0. ], [ 550., 550., 0. ], [ 550.,
       50., 0. ], [ 50., 50., 0. ] ] }


================================================
FILE: src/CMakeLists.txt
================================================
cmake_minimum_required (VERSION 2.8)
project (track_targets)
find_package(aruco REQUIRED )
find_package(OpenCV REQUIRED)

option(USE_TIMERS "Set to OFF to disable timers" OFF)
iF(USE_TIMERS)
add_definitions(-DUSE_TIMERS)
ENDIF()

add_executable(track_targets track_targets.cpp)

set(EXTRA_C_FLAGS_RELEASE "${EXTRA_C_FLAGS_RELEASE} -std=c++0x -pthread -march=armv8-a+crc -mfpu=neon-vfpv4 -mtune=cortex-a53 -ftree-vectorize -mfloat-abi=hard -O3 ")
set(cpp_compile_flags "-std=gnu++11 -pthread")
add_definitions(${cpp_compile_flags})

include_directories(${aruco_INCLUDE_DIRS} ${OpenCV_INCLUDE_DIRS})
target_link_libraries(track_targets aruco ${aruco_LIBS} ${OpenCV_LIBS} pthread)
link_directories(${aruco_LIB_DIR} ${OpenCV_INSTALL_PATH}/lib})
link_libraries(pthread)
install(PROGRAMS track_targets DESTINATION ${CMAKE_CURRENT_SOURCE_DIR}/..)

set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -latomic")


================================================
FILE: src/args.hxx
================================================
/* Copyright (c) 2016 Taylor C. Richberger <taywee@gmx.com>
 * 
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to
 * deal in the Software without restriction, including without limitation the
 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
 * sell copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 * 
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 * 
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
 * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
 * IN THE SOFTWARE.
 */

// https://github.com/Taywee/args

/** \file args.hxx
 * \brief this single-header lets you use all of the args functionality
 *
 * The important stuff is done inside the args namespace
 */

#ifndef ARGS_HXX
#define ARGS_HXX

#include <algorithm>
#include <exception>
#include <functional>
#include <sstream>
#include <string>
#include <tuple>
#include <vector>
#include <unordered_map>
#include <unordered_set>
#include <type_traits>

#ifdef ARGS_TESTNAMESPACE
namespace argstest
{
#else

/** \namespace args
 * \brief contains all the functionality of the args library
 */
namespace args
{
#endif
    /** Getter to grab the value from the argument type.
     *
     * If the Get() function of the type returns a reference, so does this, and
     * the value will be modifiable.
     */
    template <typename Option>
    auto get(Option &option_) -> decltype(option_.Get())
    {
        return option_.Get();
    }

    /** (INTERNAL) Count UTF-8 glyphs
     *
     * This is not reliable, and will fail for combinatory glyphs, but it's
     * good enough here for now.
     *
     * \param string The string to count glyphs from
     * \return The UTF-8 glyphs in the string
     */
    std::string::size_type Glyphs(const std::string &string_)
    {
        std::string::size_type length = 0;
        for (const char c: string_)
        {
            if ((c & 0xc0) != 0x80)
            {
                ++length;
            }
        }
        return length;
    }

    /** (INTERNAL) Wrap a string into a vector of lines
     *
     * This is quick and hacky, but works well enough.  You can specify a
     * different width for the first line
     *
     * \param width The width of the body
     * \param the widtho f the first line, defaults to the width of the body
     * \return the vector of lines
     */
    std::vector<std::string> Wrap(const std::string &in, const std::string::size_type width, std::string::size_type firstlinewidth = 0)
    {
        // Preserve existing line breaks
        const auto newlineloc = in.find('\n');
        if (newlineloc != in.npos)
        {
            auto first = Wrap(std::string(in, 0, newlineloc), width);
            auto second = Wrap(std::string(in, newlineloc + 1), width);
            first.insert(
                std::end(first),
                std::make_move_iterator(std::begin(second)),
                std::make_move_iterator(std::end(second)));
            return first;
        }
        if (firstlinewidth == 0)
        {
            firstlinewidth = width;
        }
        auto currentwidth = firstlinewidth;

        std::istringstream stream(in);
        std::vector<std::string> output;
        std::ostringstream line;
        std::string::size_type linesize = 0;
        while (stream)
        {
            std::string item;
            stream >> item;
            auto itemsize = Glyphs(item);
            if ((linesize + 1 + itemsize) > currentwidth)
            {
                if (linesize > 0)
                {
                    output.push_back(line.str());
                    line.str(std::string());
                    linesize = 0;
                    currentwidth = width;
                }
            }
            if (itemsize > 0)
            {
                if (linesize)
                {
                    ++linesize;
                    line << " ";
                }
                line << item;
                linesize += itemsize;
            }
        }
        if (linesize > 0)
        {
            output.push_back(line.str());
        }
        return output;
    }

#ifdef ARGS_NOEXCEPT
    /// Error class, for when ARGS_NOEXCEPT is defined
    enum class Error
    {
        None,
        Usage,
        Parse,
        Validation,
        Map,
        Extra,
        Help
    };
#else
    /** Base error class
     */
    class Error : public std::runtime_error
    {
        public:
            Error(const std::string &problem) : std::runtime_error(problem) {}
            virtual ~Error() {};
    };

    /** Errors that occur during usage
     */
    class UsageError : public Error
    {
        public:
            UsageError(const std::string &problem) : Error(problem) {}
            virtual ~UsageError() {};
    };

    /** Errors that occur during regular parsing
     */
    class ParseError : public Error
    {
        public:
            ParseError(const std::string &problem) : Error(problem) {}
            virtual ~ParseError() {};
    };

    /** Errors that are detected from group validation after parsing finishes
     */
    class ValidationError : public Error
    {
        public:
            ValidationError(const std::string &problem) : Error(problem) {}
            virtual ~ValidationError() {};
    };

    /** Errors in map lookups
     */
    class MapError : public ParseError
    {
        public:
            MapError(const std::string &problem) : ParseError(problem) {}
            virtual ~MapError() {};
    };

    /** Error that occurs when a singular flag is specified multiple times
     */
    class ExtraError : public ParseError
    {
        public:
            ExtraError(const std::string &problem) : ParseError(problem) {}
            virtual ~ExtraError() {};
    };

    /** An exception that indicates that the user has requested help
     */
    class Help : public Error
    {
        public:
            Help(const std::string &flag) : Error(flag) {}
            virtual ~Help() {};
    };
#endif

    /** A simple unified option type for unified initializer lists for the Matcher class.
     */
    struct EitherFlag
    {
        const bool isShort;
        const char shortFlag;
        const std::string longFlag;
        EitherFlag(const std::string &flag) : isShort(false), shortFlag(), longFlag(flag) {}
        EitherFlag(const char *flag) : isShort(false), shortFlag(), longFlag(flag) {}
        EitherFlag(const char flag) : isShort(true), shortFlag(flag), longFlag() {}

        /** Get just the long flags from an initializer list of EitherFlags
         */
        static std::unordered_set<std::string> GetLong(std::initializer_list<EitherFlag> flags)
        {
            std::unordered_set<std::string>  longFlags;
            for (const EitherFlag &flag: flags)
            {
                if (!flag.isShort)
                {
                    longFlags.insert(flag.longFlag);
                }
            }
            return longFlags;
        }

        /** Get just the short flags from an initializer list of EitherFlags
         */
        static std::unordered_set<char> GetShort(std::initializer_list<EitherFlag> flags)
        {
            std::unordered_set<char>  shortFlags;
            for (const EitherFlag &flag: flags)
            {
                if (flag.isShort)
                {
                    shortFlags.insert(flag.shortFlag);
                }
            }
            return shortFlags;
        }
    };



    /** A class of "matchers", specifying short and flags that can possibly be
     * matched.
     *
     * This is supposed to be constructed and then passed in, not used directly
     * from user code.
     */
    class Matcher
    {
        private:
            const std::unordered_set<char> shortFlags;
            const std::unordered_set<std::string> longFlags;

        public:
            /** Specify short and long flags separately as iterators
             *
             * ex: `args::Matcher(shortFlags.begin(), shortFlags.end(), longFlags.begin(), longFlags.end())`
             */
            template <typename ShortIt, typename LongIt>
            Matcher(ShortIt shortFlagsStart, ShortIt shortFlagsEnd, LongIt longFlagsStart, LongIt longFlagsEnd) :
                shortFlags(shortFlagsStart, shortFlagsEnd),
                longFlags(longFlagsStart, longFlagsEnd)
            {}

            /** Specify short and long flags separately as iterables
             *
             * ex: `args::Matcher(shortFlags, longFlags)`
             */
            template <typename Short, typename Long>
            Matcher(Short &&shortIn, Long &&longIn) :
                shortFlags(std::begin(shortIn), std::end(shortIn)), longFlags(std::begin(longIn), std::end(longIn))
            {}

            /** Specify a mixed single initializer-list of both short and long flags
             *
             * This is the fancy one.  It takes a single initializer list of
             * any number of any mixed kinds of flags.  Chars are
             * automatically interpreted as short flags, and strings are
             * automatically interpreted as long flags:
             *
             *     args::Matcher{'a'}
             *     args::Matcher{"foo"}
             *     args::Matcher{'h', "help"}
             *     args::Matcher{"foo", 'f', 'F', "FoO"}
             */
            Matcher(std::initializer_list<EitherFlag> in) :
                shortFlags(EitherFlag::GetShort(in)), longFlags(EitherFlag::GetLong(in)) {}

            Matcher(Matcher &&other) : shortFlags(std::move(other.shortFlags)), longFlags(std::move(other.longFlags))
            {}

            ~Matcher() {}

            /** (INTERNAL) Check if there is a match of a short flag
             */
            bool Match(const char flag) const
            {
                return shortFlags.find(flag) != shortFlags.end();
            }

            /** (INTERNAL) Check if there is a match of a long flag
             */
            bool Match(const std::string &flag) const
            {
                return longFlags.find(flag) != longFlags.end();
            }

            /** (INTERNAL) Get all flag strings as a vector, with the prefixes embedded
             */
            std::vector<std::string> GetFlagStrings(const std::string &shortPrefix, const std::string &longPrefix) const
            {
                std::vector<std::string> flagStrings;
                flagStrings.reserve(shortFlags.size() + longFlags.size());
                for (const char flag: shortFlags)
                {
                    flagStrings.emplace_back(shortPrefix + std::string(1, flag));
                }
                for (const std::string &flag: longFlags)
                {
                    flagStrings.emplace_back(longPrefix + flag);
                }
                return flagStrings;
            }

            /** (INTERNAL) Get all flag strings as a vector, with the prefixes and names embedded
             */
            std::vector<std::string> GetFlagStrings(const std::string &shortPrefix, const std::string &longPrefix, const std::string &name, const std::string &shortSeparator, const std::string longSeparator) const
            {
                const std::string bracedname(std::string("[") + name + "]");
                std::vector<std::string> flagStrings;
                flagStrings.reserve(shortFlags.size() + longFlags.size());
                for (const char flag: shortFlags)
                {
                    flagStrings.emplace_back(shortPrefix + std::string(1, flag) + shortSeparator + bracedname);
                }
                for (const std::string &flag: longFlags)
                {
                    flagStrings.emplace_back(longPrefix + flag + longSeparator + bracedname);
                }
                return flagStrings;
            }
    };

    /** Base class for all match types
     */
    class Base
    {
        protected:
            bool matched;
            const std::string help;
#ifdef ARGS_NOEXCEPT
            /// Only for ARGS_NOEXCEPT
            Error error;
#endif

        public:
            Base(const std::string &help_) : matched(false), help(help_) {}
            virtual ~Base() {}

            virtual bool Matched() const noexcept
            {
                return matched;
            }

            operator bool() const noexcept
            {
                return Matched();
            }

            virtual std::tuple<std::string, std::string> GetDescription(const std::string &shortPrefix, const std::string &longPrefix, const std::string &shortSeparator, const std::string &longSeparator) const
            {
                std::tuple<std::string, std::string> description;
                std::get<1>(description) = help;
                return description;
            }

            virtual void Reset() noexcept
            {
                matched = false;
#ifdef ARGS_NOEXCEPT
                error = Error::None;
#endif
            }

#ifdef ARGS_NOEXCEPT
            /// Only for ARGS_NOEXCEPT
            virtual Error GetError() const
            {
                return error;
            }
#endif
    };

    /** Base class for all match types that have a name
     */
    class NamedBase : public Base
    {
        protected:
            const std::string name;
            bool kickout;

        public:
            NamedBase(const std::string &name_, const std::string &help_) : Base(help_), name(name_), kickout(false) {}
            virtual ~NamedBase() {}

            virtual std::tuple<std::string, std::string> GetDescription(const std::string &shortPrefix, const std::string &longPrefi, const std::string &shortSeparator, const std::string &longSeparator) const override
            {
                std::tuple<std::string, std::string> description;
                std::get<0>(description) = Name();
                std::get<1>(description) = help;
                return description;
            }
            virtual std::string Name() const
            {
                return name;
            }

            /// Sets a kick-out value for building subparsers
            void KickOut(bool kickout_) noexcept
            {
                this->kickout = kickout_;
            }

            /// Gets the kick-out value for building subparsers
            bool KickOut() const noexcept
            {
                return kickout;
            }
    };

    /** Base class for all flag options
     */
    class FlagBase : public NamedBase
    {
        private:
            const bool extraError;

        protected:
            const Matcher matcher;

        public:
            FlagBase(const std::string &name_, const std::string &help_, Matcher &&matcher_, const bool extraError_ = false) : NamedBase(name_, help_), extraError(extraError_), matcher(std::move(matcher_)) {}

            virtual ~FlagBase() {}

            virtual FlagBase *Match(const std::string &flag)
            {
                if (matcher.Match(flag))
                {
                    if (extraError && matched)
                    {
#ifdef ARGS_NOEXCEPT
                        error = Error::Extra;
#else
                        std::ostringstream problem;
                        problem << "Flag '" << flag << "' was passed multiple times, but is only allowed to be passed once";
                        throw ExtraError(problem.str());
#endif
                    }
                    matched = true;
                    return this;
                }
                return nullptr;
            }

            virtual FlagBase *Match(const char flag)
            {
                if (matcher.Match(flag))
                {
                    if (extraError && matched)
                    {
#ifdef ARGS_NOEXCEPT
                        error = Error::Extra;
#else
                        std::ostringstream problem;
                        problem << "Flag '" << flag << "' was passed multiple times, but is only allowed to be passed once";
                        throw ExtraError(problem.str());
#endif
                    }
                    matched = true;
                    return this;
                }
                return nullptr;
            }

            virtual std::tuple<std::string, std::string> GetDescription(const std::string &shortPrefix, const std::string &longPrefix, const std::string &shortSeparator, const std::string &longSeparator) const override
            {
                std::tuple<std::string, std::string> description;
                const auto flagStrings = matcher.GetFlagStrings(shortPrefix, longPrefix);
                std::ostringstream flagstream;
                for (auto it = std::begin(flagStrings); it != std::end(flagStrings); ++it)
                {
                    if (it != std::begin(flagStrings))
                    {
                        flagstream << ", ";
                    }
                    flagstream << *it;
                }
                std::get<0>(description) = flagstream.str();
                std::get<1>(description) = help;
                return description;
            }
    };

    /** Base class for value-accepting flag options
     */
    class ValueFlagBase : public FlagBase
    {
        public:
            ValueFlagBase(const std::string &name_, const std::string &help_, Matcher &&matcher_, const bool extraError_ = false) : FlagBase(name_, help_, std::move(matcher_), extraError_) {}
            virtual ~ValueFlagBase() {}
            virtual void ParseValue(const std::string &value) = 0;

            virtual std::tuple<std::string, std::string> GetDescription(const std::string &shortPrefix, const std::string &longPrefix, const std::string &shortSeparator, const std::string &longSeparator) const override
            {
                std::tuple<std::string, std::string> description;
                const auto flagStrings = matcher.GetFlagStrings(shortPrefix, longPrefix, Name(), shortSeparator, longSeparator);
                std::ostringstream flagstream;
                for (auto it = std::begin(flagStrings); it != std::end(flagStrings); ++it)
                {
                    if (it != std::begin(flagStrings))
                    {
                        flagstream << ", ";
                    }
                    flagstream << *it;
                }
                std::get<0>(description) = flagstream.str();
                std::get<1>(description) = help;
                return description;
            }
    };

    /** Base class for positional options
     */
    class PositionalBase : public NamedBase
    {
        protected:
            bool ready;

        public:
            PositionalBase(const std::string &name_, const std::string &help_) : NamedBase(name_, help_), ready(true) {}
            virtual ~PositionalBase() {}

            bool Ready()
            {
                return ready;
            }

            virtual void ParseValue(const std::string &value_) = 0;

            virtual void Reset() noexcept override
            {
                matched = false;
                ready = true;
#ifdef ARGS_NOEXCEPT
                error = Error::None;
#endif
            }
    };

    /** Class for all kinds of validating groups, including ArgumentParser
     */
    class Group : public Base
    {
        private:
            std::vector<Base*> children;
            std::function<bool(const Group &)> validator;

        public:
            /** Default validators
             */
            struct Validators
            {
                static bool Xor(const Group &group)
                {
                    return group.MatchedChildren() == 1;
                }

                static bool AtLeastOne(const Group &group)
                {
                    return group.MatchedChildren() >= 1;
                }

                static bool AtMostOne(const Group &group)
                {
                    return group.MatchedChildren() <= 1;
                }

                static bool All(const Group &group)
                {
                    return group.Children().size() == group.MatchedChildren();
                }

                static bool AllOrNone(const Group &group)
                {
                    return (All(group) || None(group));
                }

                static bool AllChildGroups(const Group &group)
                {
                    return std::find_if(std::begin(group.Children()), std::end(group.Children()), [](const Base* child) -> bool {
                            return dynamic_cast<const Group *>(child) && !child->Matched();
                            }) == std::end(group.Children());
                }

                static bool DontCare(const Group &group)
                {
                    return true;
                }

                static bool CareTooMuch(const Group &group)
                {
                    return false;
                }

                static bool None(const Group &group)
                {
                    return group.MatchedChildren() == 0;
                }
            };
            /// If help is empty, this group will not be printed in help output
            Group(const std::string &help_ = std::string(), const std::function<bool(const Group &)> &validator_ = Validators::DontCare) : Base(help_), validator(validator_) {}
            /// If help is empty, this group will not be printed in help output
            Group(Group &group_, const std::string &help_ = std::string(), const std::function<bool(const Group &)> &validator_ = Validators::DontCare) : Base(help_), validator(validator_)
            {
                group_.Add(*this);
            }
            virtual ~Group() {}

            /** Return the first FlagBase that matches flag, or nullptr
             *
             * \param flag The flag with prefixes stripped
             * \return the first matching FlagBase pointer, or nullptr if there is no match
             */
            template <typename T>
            FlagBase *Match(const T &flag)
            {
                for (Base *child: children)
                {
                    if (FlagBase *flagBase = dynamic_cast<FlagBase *>(child))
                    {
                        if (FlagBase *match = flagBase->Match(flag))
                        {
                            return match;
                        }
                    } else if (Group *group = dynamic_cast<Group *>(child))
                    {
                        if (FlagBase *match = group->Match(flag))
                        {
                            return match;
                        }
                    }
                }
                return nullptr;
            }

            /** Get the next ready positional, or nullptr if there is none
             *
             * \return the first ready PositionalBase pointer, or nullptr if there is no match
             */
            PositionalBase *GetNextPositional()
            {
                for (Base *child: children)
                {
                    auto next = dynamic_cast<PositionalBase *>(child);
                    auto group = dynamic_cast<Group *>(child);
                    if (group)
                    {
                        next = group->GetNextPositional();
                    }
                    if (next && next->Ready())
                    {
                        return next;
                    }
                }
                return nullptr;
            }

            /** Get whether this has any FlagBase children
             *
             * \return Whether or not there are any FlagBase children
             */
            bool HasFlag() const
            {
                for (Base *child: children)
                {
                    if (dynamic_cast<FlagBase *>(child))
                    {
                        return true;
                    }
                    if (auto group = dynamic_cast<Group *>(child))
                    {
                        if (group->HasFlag())
                        {
                            return true;
                        }
                    }
                }
                return false;
            }

            /** Append a child to this Group.
             */
            void Add(Base &child)
            {
                children.emplace_back(&child);
            }

            /** Get all this group's children
             */
            const std::vector<Base *> &Children() const
            {
                return children;
            }

            /** Count the number of matched children this group has
             */
            std::vector<Base *>::size_type MatchedChildren() const
            {
                return std::count_if(std::begin(children), std::end(children), [](const Base *child){return child->Matched();});
            }

            /** Whether or not this group matches validation
             */
            virtual bool Matched() const noexcept override
            {
                return validator(*this);
            }

            /** Get validation
             */
            bool Get() const
            {
                return Matched();
            }

            /** Get all the child descriptions for help generation
             */
            std::vector<std::tuple<std::string, std::string, unsigned int>> GetChildDescriptions(const std::string &shortPrefix, const std::string &longPrefix, const std::string &shortSeparator, const std::string &longSeparator, const unsigned int indent = 0) const
            {
                std::vector<std::tuple<std::string, std::string, unsigned int>> descriptions;
                for (const auto &child: children)
                {
                    if (const auto group = dynamic_cast<Group *>(child))
                    {
                        // Push that group description on the back if not empty
                        unsigned char addindent = 0;
                        if (!group->help.empty())
                        {
                            descriptions.emplace_back(group->help, "", indent);
                            addindent = 1;
                        }
                        auto groupDescriptions = group->GetChildDescriptions(shortPrefix, longPrefix, shortSeparator, longSeparator, indent + addindent);
                        descriptions.insert(
                            std::end(descriptions),
                            std::make_move_iterator(std::begin(groupDescriptions)),
                            std::make_move_iterator(std::end(groupDescriptions)));
                    } else if (const auto named = dynamic_cast<NamedBase *>(child))
                    {
                        const auto description = named->GetDescription(shortPrefix, longPrefix, shortSeparator, longSeparator);
                        descriptions.emplace_back(std::get<0>(description), std::get<1>(description), indent);
                    }
                }
                return descriptions;
            }

            /** Get the names of positional parameters
             */
            std::vector<std::string> GetPosNames() const
            {
                std::vector <std::string> names;
                for (const auto &child: children)
                {
                    if (const Group *group = dynamic_cast<Group *>(child))
                    {
                        auto groupNames = group->GetPosNames();
                        names.insert(
                            std::end(names),
                            std::make_move_iterator(std::begin(groupNames)),
                            std::make_move_iterator(std::end(groupNames)));
                    } else if (const PositionalBase *pos = dynamic_cast<PositionalBase *>(child))
                    {
                        names.emplace_back(pos->Name());
                    }
                }
                return names;
            }

            virtual void Reset() noexcept override
            {
                for (auto &child: children)
                {
                    child->Reset();
                }
#ifdef ARGS_NOEXCEPT
                error = Error::None;
#endif
            }

#ifdef ARGS_NOEXCEPT
            /// Only for ARGS_NOEXCEPT
            virtual Error GetError() const override
            {
                if (error != Error::None)
                {
                    return error;
                }

                auto it = std::find_if(std::begin(children), std::end(children), [](const Base *child){return child->GetError() != Error::None;});
                if (it == std::end(children))
                {
                    return Error::None;
                } else
                {
                    return (*it)->GetError();
                }
            }
#endif

    };

    /** The main user facing command line argument parser class
     */
    class ArgumentParser : public Group
    {
        private:
            std::string prog;
            std::string proglinePostfix;
            std::string description;
            std::string epilog;

            std::string longprefix;
            std::string shortprefix;

            std::string longseparator;

            std::string terminator;

            bool allowJoinedShortValue;
            bool allowJoinedLongValue;
            bool allowSeparateShortValue;
            bool allowSeparateLongValue;

        public:
            /** A simple structure of parameters for easy user-modifyable help menus
             */
            struct HelpParams
            {
                /** The width of the help menu
                 */
                unsigned int width = 80;
                /** The indent of the program line
                 */
                unsigned int progindent = 2;
                /** The indent of the program trailing lines for long parameters
                 */
                unsigned int progtailindent = 4;
                /** The indent of the description and epilogs
                 */
                unsigned int descriptionindent = 4;
                /** The indent of the flags
                 */
                unsigned int flagindent = 6;
                /** The indent of the flag descriptions
                 */
                unsigned int helpindent = 40;
                /** The additional indent each group adds
                 */
                unsigned int eachgroupindent = 2;

                /** The minimum gutter between each flag and its help
                 */
                unsigned int gutter = 1;

                /** Show the terminator when both options and positional parameters are present
                 */
                bool showTerminator = true;

                /** Show the {OPTIONS} on the prog line when this is true
                 */
                bool showProglineOptions = true;

                /** Show the positionals on the prog line when this is true
                 */
                bool showProglinePositionals = true;
            } helpParams;
            ArgumentParser(const std::string &description_, const std::string &epilog_ = std::string()) :
                Group("", Group::Validators::AllChildGroups),
                description(description_),
                epilog(epilog_),
                longprefix("--"),
                shortprefix("-"),
                longseparator("="),
                terminator("--"),
                allowJoinedShortValue(true),
                allowJoinedLongValue(true),
                allowSeparateShortValue(true),
                allowSeparateLongValue(true) {}

            /** The program name for help generation
             */
            const std::string &Prog() const
            { return prog; }
            /** The program name for help generation
             */
            void Prog(const std::string &prog_)
            { this->prog = prog_; }

            /** The description that appears on the prog line after options
             */
            const std::string &ProglinePostfix() const
            { return proglinePostfix; }
            /** The description that appears on the prog line after options
             */
            void ProglinePostfix(const std::string &proglinePostfix_)
            { this->proglinePostfix = proglinePostfix_; }

            /** The description that appears above options
             */
            const std::string &Description() const
            { return description; }
            /** The description that appears above options
             */
            void Description(const std::string &description_)
            { this->description = description_; }
            
            /** The description that appears below options
             */
            const std::string &Epilog() const
            { return epilog; }
            /** The description that appears below options
             */
            void Epilog(const std::string &epilog_)
            { this->epilog = epilog_; }

            /** The prefix for long flags
             */
            const std::string &LongPrefix() const
            { return longprefix; }
            /** The prefix for long flags
             */
            void LongPrefix(const std::string &longprefix_)
            { this->longprefix = longprefix_; }

            /** The prefix for short flags
             */
            const std::string &ShortPrefix() const
            { return shortprefix; }
            /** The prefix for short flags
             */
            void ShortPrefix(const std::string &shortprefix_)
            { this->shortprefix = shortprefix_; }

            /** The separator for long flags
             */
            const std::string &LongSeparator() const
            { return longseparator; }
            /** The separator for long flags
             */
            void LongSeparator(const std::string &longseparator_)
            {
                if (longseparator_.empty())
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Usage;
#else
                    throw UsageError("longseparator can not be set to empty");
#endif
                } else
                {
                    this->longseparator = longseparator_;
                }
            }

            /** The terminator that forcibly separates flags from positionals
             */
            const std::string &Terminator() const
            { return terminator; }
            /** The terminator that forcibly separates flags from positionals
             */
            void Terminator(const std::string &terminator_)
            { this->terminator = terminator_; }

            /** Get the current argument separation parameters.
             *
             * See SetArgumentSeparations for details on what each one means.
             */
            void GetArgumentSeparations(
                bool &allowJoinedShortValue_,
                bool &allowJoinedLongValue_,
                bool &allowSeparateShortValue_,
                bool &allowSeparateLongValue_) const
            {
                allowJoinedShortValue_ = this->allowJoinedShortValue;
                allowJoinedLongValue_ = this->allowJoinedLongValue;
                allowSeparateShortValue_ = this->allowSeparateShortValue;
                allowSeparateLongValue_ = this->allowSeparateLongValue;
            }

            /** Change allowed option separation.
             *
             * \param allowJoinedShortValue Allow a short flag that accepts an argument to be passed its argument immediately next to it (ie. in the same argv field)
             * \param allowJoinedLongValue Allow a long flag that accepts an argument to be passed its argument separated by the longseparator (ie. in the same argv field)
             * \param allowSeparateShortValue Allow a short flag that accepts an argument to be passed its argument separated by whitespace (ie. in the next argv field)
             * \param allowSeparateLongValue Allow a long flag that accepts an argument to be passed its argument separated by whitespace (ie. in the next argv field)
             */
            void SetArgumentSeparations(
                const bool allowJoinedShortValue_,
                const bool allowJoinedLongValue_,
                const bool allowSeparateShortValue_,
                const bool allowSeparateLongValue_)
            {
                this->allowJoinedShortValue = allowJoinedShortValue_;
                this->allowJoinedLongValue = allowJoinedLongValue_;
                this->allowSeparateShortValue = allowSeparateShortValue_;
                this->allowSeparateLongValue = allowSeparateLongValue_;
            }

            /** Pass the help menu into an ostream
             */
            void Help(std::ostream &help) const
            {
                bool hasoptions = false;
                bool hasarguments = false;

                const auto description_text = Wrap(this->description, helpParams.width - helpParams.descriptionindent);
                const auto epilog_text = Wrap(this->epilog, helpParams.width - helpParams.descriptionindent);
                std::ostringstream prognameline;
                prognameline << prog;
                if (HasFlag())
                {
                    hasoptions = true;
                    if (helpParams.showProglineOptions)
                    {
                        prognameline << " {OPTIONS}";
                    }
                }
                for (const std::string &posname: GetPosNames())
                {
                    hasarguments = true;
                    if (helpParams.showProglinePositionals)
                    {
                        prognameline << " [" << posname << ']';
                    }
                }
                if (!proglinePostfix.empty())
                {
                    prognameline << ' ' << proglinePostfix;
                }
                const auto proglines = Wrap(prognameline.str(), helpParams.width - (helpParams.progindent + 4), helpParams.width - helpParams.progindent);
                auto progit = std::begin(proglines);
                if (progit != std::end(proglines))
                {
                    help << std::string(helpParams.progindent, ' ') << *progit << '\n';
                    ++progit;
                }
                for (; progit != std::end(proglines); ++progit)
                {
                    help << std::string(helpParams.progtailindent, ' ') << *progit << '\n';
                }

                help << '\n';

                for (const auto &line: description_text)
                {
                    help << std::string(helpParams.descriptionindent, ' ') << line << "\n";
                }
                help << "\n";
                help << std::string(helpParams.progindent, ' ') << "OPTIONS:\n\n";
                for (const auto &desc: GetChildDescriptions(shortprefix, longprefix, allowJoinedShortValue ? "" : " ", allowJoinedLongValue ? longseparator : " "))
                {
                    const auto groupindent = std::get<2>(desc) * helpParams.eachgroupindent;
                    const auto flags = Wrap(std::get<0>(desc), helpParams.width - (helpParams.flagindent + helpParams.helpindent + helpParams.gutter));
                    const auto info = Wrap(std::get<1>(desc), helpParams.width - (helpParams.helpindent + groupindent));

                    std::string::size_type flagssize = 0;
                    for (auto flagsit = std::begin(flags); flagsit != std::end(flags); ++flagsit)
                    {
                        if (flagsit != std::begin(flags))
                        {
                            help << '\n';
                        }
                        help << std::string(groupindent + helpParams.flagindent, ' ') << *flagsit;
                        flagssize = Glyphs(*flagsit);
                    }

                    auto infoit = std::begin(info);
                    // groupindent is on both sides of this inequality, and therefore can be removed
                    if ((helpParams.flagindent + flagssize + helpParams.gutter) > helpParams.helpindent || infoit == std::end(info))
                    {
                        help << '\n';
                    } else
                    {
                        // groupindent is on both sides of the minus sign, and therefore doesn't actually need to be in here
                        help << std::string(helpParams.helpindent - (helpParams.flagindent + flagssize), ' ') << *infoit << '\n';
                        ++infoit;
                    }
                    for (; infoit != std::end(info); ++infoit)
                    {
                        help << std::string(groupindent + helpParams.helpindent, ' ') << *infoit << '\n';
                    }
                }
                if (hasoptions && hasarguments && helpParams.showTerminator)
                {
                    for (const auto &item: Wrap(std::string("\"") + terminator + "\" can be used to terminate flag options and force all following arguments to be treated as positional options", helpParams.width - helpParams.flagindent))
                    {
                        help << std::string(helpParams.flagindent, ' ') << item << '\n';
                    }
                }

                help << "\n";
                for (const auto &line: epilog_text)
                {
                    help << std::string(helpParams.descriptionindent, ' ') << line << "\n";
                }
            }

            /** Generate a help menu as a string.
             *
             * \return the help text as a single string
             */
            std::string Help() const
            {
                std::ostringstream help;
                Help(help);
                return help.str();
            }

            /** Parse all arguments.
             *
             * \param begin an iterator to the beginning of the argument list
             * \param end an iterator to the past-the-end element of the argument list
             * \return the iterator after the last parsed value.  Only useful for kick-out
             */
            template <typename It>
            It ParseArgs(It begin, It end)
            {
                // Reset all Matched statuses and errors
                Reset();
                bool terminated = false;

                // Check all arg chunks
                for (auto it = begin; it != end; ++it)
                {
                    const auto &chunk = *it;

                    if (!terminated && chunk == terminator)
                    {
                        terminated = true;
                    // If a long arg was found
                    } else if (!terminated && chunk.find(longprefix) == 0 && chunk.size() > longprefix.size())
                    {
                        const auto argchunk = chunk.substr(longprefix.size());
                        // Try to separate it, in case of a separator:
                        const auto separator = longseparator.empty() ? argchunk.npos : argchunk.find(longseparator);
                        // If the separator is in the argument, separate it.
                        const auto arg = (separator != argchunk.npos ?
                            std::string(argchunk, 0, separator)
                            : argchunk);

                        if (auto base = Match(arg))
                        {
                            if (auto argbase = dynamic_cast<ValueFlagBase *>(base))
                            {
                                if (separator != argchunk.npos)
                                {
                                    if (allowJoinedLongValue)
                                    {
                                        argbase->ParseValue(argchunk.substr(separator + longseparator.size()));
                                    } else
                                    {
#ifdef ARGS_NOEXCEPT
                                        error = Error::Parse;
                                        return it;
#else
                                        std::ostringstream problem;
                                        problem << "Flag '" << arg << "' was passed a joined argument, but these are disallowed";
                                        throw ParseError(problem.str());
#endif
                                    }
                                } else
                                {
                                    ++it;
                                    if (it == end)
                                    {
#ifdef ARGS_NOEXCEPT
                                        error = Error::Parse;
                                        return it;
#else
                                        std::ostringstream problem;
                                        problem << "Flag '" << arg << "' requires an argument but received none";
                                        throw ParseError(problem.str());
#endif
                                    }

                                    if (allowSeparateLongValue)
                                    {
                                        argbase->ParseValue(*it);
                                    } else
                                    {
#ifdef ARGS_NOEXCEPT
                                        error = Error::Parse;
                                        return it;
#else
                                        std::ostringstream problem;
                                        problem << "Flag '" << arg << "' was passed a separate argument, but these are disallowed";
                                        throw ParseError(problem.str());
#endif
                                    }
                                }
                            } else if (separator != argchunk.npos)
                            {
#ifdef ARGS_NOEXCEPT
                                error = Error::Parse;
                                return it;
#else
                                std::ostringstream problem;
                                problem << "Passed an argument into a non-argument flag: " << chunk;
                                throw ParseError(problem.str());
#endif
                            }

                            if (base->KickOut())
                            {
                                return ++it;
                            }
                        } else
                        {
#ifdef ARGS_NOEXCEPT
                            error = Error::Parse;
                            return it;
#else
                            std::ostringstream problem;
                            problem << "Flag could not be matched: " << arg;
                            throw ParseError(problem.str());
#endif
                        }
                        // Check short args
                    } else if (!terminated && chunk.find(shortprefix) == 0 && chunk.size() > shortprefix.size())
                    {
                        const auto argchunk = chunk.substr(shortprefix.size());
                        for (auto argit = std::begin(argchunk); argit != std::end(argchunk); ++argit)
                        {
                            const auto arg = *argit;

                            if (auto base = Match(arg))
                            {
                                if (auto argbase = dynamic_cast<ValueFlagBase *>(base))
                                {
                                    const std::string value(++argit, std::end(argchunk));
                                    if (!value.empty())
                                    {
                                        if (allowJoinedShortValue)
                                        {
                                            argbase->ParseValue(value);
                                        } else
                                        {
#ifdef ARGS_NOEXCEPT
                                            error = Error::Parse;
                                            return it;
#else
                                            std::ostringstream problem;
                                            problem << "Flag '" << arg << "' was passed a joined argument, but these are disallowed";
                                            throw ParseError(problem.str());
#endif
                                        }
                                    } else
                                    {
                                        ++it;
                                        if (it == end)
                                        {
#ifdef ARGS_NOEXCEPT
                                            error = Error::Parse;
                                            return it;
#else
                                            std::ostringstream problem;
                                            problem << "Flag '" << arg << "' requires an argument but received none";
                                            throw ParseError(problem.str());
#endif
                                        }

                                        if (allowSeparateShortValue)
                                        {
                                            argbase->ParseValue(*it);
                                        } else
                                        {
#ifdef ARGS_NOEXCEPT
                                            error = Error::Parse;
                                            return it;
#else
                                            std::ostringstream problem;
                                            problem << "Flag '" << arg << "' was passed a separate argument, but these are disallowed";
                                            throw ParseError(problem.str());
#endif
                                        }
                                    }
                                    // Because this argchunk is done regardless
                                    break;
                                }

                                if (base->KickOut())
                                {
                                    return ++it;
                                }
                            } else
                            {
#ifdef ARGS_NOEXCEPT
                                error = Error::Parse;
                                return it;
#else
                                std::ostringstream problem;
                                problem << "Flag could not be matched: '" << arg << "'";
                                throw ParseError(problem.str());
#endif
                            }
                        }
                    } else
                    {
                        auto pos = GetNextPositional();
                        if (pos)
                        {
                            pos->ParseValue(chunk);

                            if (pos->KickOut())
                            {
                                return ++it;
                            }
                        } else
                        {
#ifdef ARGS_NOEXCEPT
                            error = Error::Parse;
                            return it;
#else
                            std::ostringstream problem;
                            problem << "Passed in argument, but no positional arguments were ready to receive it: " << chunk;
                            throw ParseError(problem.str());
#endif
                        }
                    }
                }
                if (!Matched())
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Validation;
#else
                    std::ostringstream problem;
                    problem << "Group validation failed somewhere!";
                    throw ValidationError(problem.str());
#endif
                }
                return end;
            }

            /** Parse all arguments.
             *
             * \param args an iterable of the arguments
             * \return the iterator after the last parsed value.  Only useful for kick-out
             */
            template <typename T>
            auto ParseArgs(const T &args) -> decltype(std::begin(args))
            {
                return ParseArgs(std::begin(args), std::end(args));
            }

            /** Convenience function to parse the CLI from argc and argv
             *
             * Just assigns the program name and vectorizes arguments for passing into ParseArgs()
             *
             * \return whether or not all arguments were parsed.  This works for detecting kick-out, but is generally useless as it can't do anything with it.
             */
            bool ParseCLI(const int argc, const char * const * argv)
            {
                if (prog.empty())
                {
                    prog.assign(argv[0]);
                }
                const std::vector<std::string> args(argv + 1, argv + argc);
                return ParseArgs(args) == std::end(args);
            }
    };

    std::ostream &operator<<(std::ostream &os, const ArgumentParser &parser)
    {
        parser.Help(os);
        return os;
    }

    /** Boolean argument matcher
     */
    class Flag : public FlagBase
    {
        public:
            Flag(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_, const bool extraError_ = false): FlagBase(name_, help_, std::move(matcher_), extraError_)
            {
                group_.Add(*this);
            }

            virtual ~Flag() {}

            /** Get whether this was matched
             */
            bool Get() const
            {
                return Matched();
            }
    };

    /** Help flag class
     *
     * Works like a regular flag, but throws an instance of Help when it is matched
     */
    class HelpFlag : public Flag
    {
        public:
            HelpFlag(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_): Flag(group_, name_, help_, std::move(matcher_)) {}

            virtual ~HelpFlag() {}

            virtual FlagBase *Match(const std::string &arg) override
            {
                if (FlagBase::Match(arg))
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Help;
#else
                    throw Help(arg);
#endif
                    return this;
                }
                return nullptr;
            }

            virtual FlagBase *Match(const char arg) override
            {
                if (FlagBase::Match(arg))
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Help;
#else
                    throw Help(std::string(1, arg));
#endif
                    return this;
                }
                return nullptr;
            }

            /** Get whether this was matched
             */
            bool Get() const noexcept
            {
                return Matched();
            }
    };

    /** A flag class that simply counts the number of times it's matched
     */
    class CounterFlag : public Flag
    {
        private:
            const int startcount;
            int count;

        public:
            CounterFlag(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_, const int startcount_ = 0): Flag(group_, name_, help_, std::move(matcher_)), startcount(startcount_), count(startcount_) {}

            virtual ~CounterFlag() {}

            virtual FlagBase *Match(const std::string &arg) override
            {
                auto me = FlagBase::Match(arg);
                if (me)
                {
                    ++count;
                }
                return me;
            }

            virtual FlagBase *Match(const char arg) override
            {
                auto me = FlagBase::Match(arg);
                if (me)
                {
                    ++count;
                }
                return me;
            }

            /** Get the count
             */
            int &Get() noexcept
            {
                return count;
            }

            virtual void Reset() noexcept override
            {
                FlagBase::Reset();
                count = startcount;
            }
    };

    /** A default Reader class for argument classes
     *
     * Simply uses a std::istringstream to read into the destination type, and
     * raises a ParseError if there are any characters left.
     */
    template <typename T>
    struct ValueReader
    {
        bool operator ()(const std::string &name, const std::string &value, T &destination)
        {
            std::istringstream ss(value);
            ss >> destination;

            if (ss.rdbuf()->in_avail() > 0)
            {
#ifdef ARGS_NOEXCEPT
                return false;
#else
                std::ostringstream problem;
                problem << "Argument '" << name << "' received invalid value type '" << value << "'";
                throw ParseError(problem.str());
#endif
            }
            return true;
        }
    };

    /** std::string specialization for ValueReader
     *
     * By default, stream extraction into a string splits on white spaces, and
     * it is more efficient to ust copy a string into the destination.
     */
    template <>
    struct ValueReader<std::string>
    {
        bool operator()(const std::string &name, const std::string &value, std::string &destination)
        {
            destination.assign(value);
            return true;
        }
    };

    /** An argument-accepting flag class
     * 
     * \tparam T the type to extract the argument as
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     */
    template <
        typename T,
        typename Reader = ValueReader<T>>
    class ValueFlag : public ValueFlagBase
    {
        private:
            T value;
            Reader reader;

        public:

            ValueFlag(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_, const T &defaultValue_ = T(), const bool extraError_ = false): ValueFlagBase(name_, help_, std::move(matcher_), extraError_), value(defaultValue_)
            {
                group_.Add(*this);
            }

            virtual ~ValueFlag() {}

            virtual void ParseValue(const std::string &value_) override
            {
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, this->value))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, this->value);
#endif
            }

            /** Get the value
             */
            T &Get() noexcept
            {
                return value;
            }
    };

    /** An argument-accepting flag class that pushes the found values into a list
     * 
     * \tparam T the type to extract the argument as
     * \tparam List the list type that houses the values
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     */
    template <
        typename T,
        template <typename...> class List = std::vector,
        typename Reader = ValueReader<T>>
    class ValueFlagList : public ValueFlagBase
    {
        private:
            List<T> values;
            Reader reader;

        public:

            ValueFlagList(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_, const List<T> &defaultValues_ = List<T>()): ValueFlagBase(name_, help_, std::move(matcher_)), values(defaultValues_)
            {
                group_.Add(*this);
            }

            virtual ~ValueFlagList() {}

            virtual void ParseValue(const std::string &value_) override
            {
                T v;
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, v))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, v);
#endif
                values.insert(std::end(values), v);
            }

            /** Get the values
             */
            List<T> &Get() noexcept
            {
                return values;
            }

            virtual std::string Name() const override
            {
                return name + std::string("...");
            }

            virtual void Reset() noexcept override
            {
                ValueFlagBase::Reset();
                values.clear();
            }
    };

    /** A mapping value flag class
     * 
     * \tparam K the type to extract the argument as
     * \tparam T the type to store the result as
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     * \tparam Map The Map type.  Should operate like std::map or std::unordered_map
     */
    template <
        typename K,
        typename T,
        typename Reader = ValueReader<K>,
        template <typename...> class Map = std::unordered_map>
    class MapFlag : public ValueFlagBase
    {
        private:
            const Map<K, T> map;
            T value;
            Reader reader;

        public:

            MapFlag(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_, const Map<K, T> &map_, const T &defaultValue_ = T(), const bool extraError_ = false): ValueFlagBase(name_, help_, std::move(matcher_), extraError_), map(map_), value(defaultValue_)
            {
                group_.Add(*this);
            }

            virtual ~MapFlag() {}

            virtual void ParseValue(const std::string &value_) override
            {
                K key;
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, key))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, key);
#endif
                auto it = map.find(key);
                if (it == std::end(map))
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Map;
#else
                    std::ostringstream problem;
                    problem << "Could not find key '" << key << "' in map for arg '" << name << "'";
                    throw MapError(problem.str());
#endif
                } else
                {
                    this->value = it->second;
                }
            }

            /** Get the value
             */
            T &Get() noexcept
            {
                return value;
            }
    };

    /** A mapping value flag list class
     * 
     * \tparam K the type to extract the argument as
     * \tparam T the type to store the result as
     * \tparam List the list type that houses the values
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     * \tparam Map The Map type.  Should operate like std::map or std::unordered_map
     */
    template <
        typename K,
        typename T,
        template <typename...> class List = std::vector,
        typename Reader = ValueReader<K>,
        template <typename...> class Map = std::unordered_map>
    class MapFlagList : public ValueFlagBase
    {
        private:
            const Map<K, T> map;
            List<T> values;
            Reader reader;

        public:

            MapFlagList(Group &group_, const std::string &name_, const std::string &help_, Matcher &&matcher_, const Map<K, T> &map_, const List<T> &defaultValues_ = List<T>()): ValueFlagBase(name_, help_, std::move(matcher_)), map(map_), values(defaultValues_)
            {
                group_.Add(*this);
            }

            virtual ~MapFlagList() {}

            virtual void ParseValue(const std::string &value) override
            {
                K key;
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value, key))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value, key);
#endif
                auto it = map.find(key);
                if (it == std::end(map))
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Map;
#else
                    std::ostringstream problem;
                    problem << "Could not find key '" << key << "' in map for arg '" << name << "'";
                    throw MapError(problem.str());
#endif
                } else
                {
                    this->values.emplace_back(it->second);
                }
            }

            /** Get the value
             */
            List<T> &Get() noexcept
            {
                return values;
            }

            virtual std::string Name() const override
            {
                return name + std::string("...");
            }

            virtual void Reset() noexcept override
            {
                ValueFlagBase::Reset();
                values.clear();
            }
    };

    /** A positional argument class
     *
     * \tparam T the type to extract the argument as
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     */
    template <
        typename T,
        typename Reader = ValueReader<T>>
    class Positional : public PositionalBase
    {
        private:
            T value;
            Reader reader;
        public:
            Positional(Group &group_, const std::string &name_, const std::string &help_, const T &defaultValue_ = T()): PositionalBase(name_, help_), value(defaultValue_)
            {
                group_.Add(*this);
            }

            virtual ~Positional() {}

            virtual void ParseValue(const std::string &value_) override
            {
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, this->value))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, this->value);
#endif
                ready = false;
                matched = true;
            }

            /** Get the value
             */
            T &Get() noexcept
            {
                return value;
            }
    };

    /** A positional argument class that pushes the found values into a list
     * 
     * \tparam T the type to extract the argument as
     * \tparam List the list type that houses the values
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     */
    template <
        typename T,
        template <typename...> class List = std::vector,
        typename Reader = ValueReader<T>>
    class PositionalList : public PositionalBase
    {
        private:
            List<T> values;
            Reader reader;

        public:
            PositionalList(Group &group_, const std::string &name_, const std::string &help_, const List<T> &defaultValues_ = List<T>()): PositionalBase(name_, help_), values(defaultValues_)
            {
                group_.Add(*this);
            }

            virtual ~PositionalList() {}

            virtual void ParseValue(const std::string &value_) override
            {
                T v;
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, v))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, v);
#endif
                values.insert(std::end(values), v);
                matched = true;
            }

            virtual std::string Name() const override
            {
                return name + std::string("...");
            }

            /** Get the values
             */
            List<T> &Get() noexcept
            {
                return values;
            }

            virtual void Reset() noexcept override
            {
                PositionalBase::Reset();
                values.clear();
            }
    };

    /** A positional argument mapping class
     * 
     * \tparam K the type to extract the argument as
     * \tparam T the type to store the result as
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     * \tparam Map The Map type.  Should operate like std::map or std::unordered_map
     */
    template <
        typename K,
        typename T,
        typename Reader = ValueReader<K>,
        template <typename...> class Map = std::unordered_map>
    class MapPositional : public PositionalBase
    {
        private:
            const Map<K, T> map;
            T value;
            Reader reader;

        public:

            MapPositional(Group &group_, const std::string &name_, const std::string &help_, const Map<K, T> &map_, const T &defaultValue_ = T()): PositionalBase(name_, help_), map(map_), value(defaultValue_)
            {
                group_.Add(*this);
            }

            virtual ~MapPositional() {}

            virtual void ParseValue(const std::string &value_) override
            {
                K key;
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, key))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, key);
#endif
                auto it = map.find(key);
                if (it == std::end(map))
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Map;
#else
                    std::ostringstream problem;
                    problem << "Could not find key '" << key << "' in map for arg '" << name << "'";
                    throw MapError(problem.str());
#endif
                } else
                {
                    this->value = it->second;
                    ready = false;
                    matched = true;
                }
            }

            /** Get the value
             */
            T &Get() noexcept
            {
                return value;
            }
    };

    /** A positional argument mapping list class
     * 
     * \tparam K the type to extract the argument as
     * \tparam T the type to store the result as
     * \tparam List the list type that houses the values
     * \tparam Reader The functor type used to read the argument, taking the name, value, and destination reference with operator(), and returning a bool (if ARGS_NOEXCEPT is defined)
     * \tparam Map The Map type.  Should operate like std::map or std::unordered_map
     */
    template <
        typename K,
        typename T,
        template <typename...> class List = std::vector,
        typename Reader = ValueReader<K>,
        template <typename...> class Map = std::unordered_map>
    class MapPositionalList : public PositionalBase
    {
        private:
            const Map<K, T> map;
            List<T> values;
            Reader reader;

        public:

            MapPositionalList(Group &group_, const std::string &name_, const std::string &help_, const Map<K, T> &map_, const List<T> &defaultValues_ = List<T>()): PositionalBase(name_, help_), map(map_), values(defaultValues_)
            {
                group_.Add(*this);
            }

            virtual ~MapPositionalList() {}

            virtual void ParseValue(const std::string &value_) override
            {
                K key;
#ifdef ARGS_NOEXCEPT
                if (!reader(name, value_, key))
                {
                    error = Error::Parse;
                }
#else
                reader(name, value_, key);
#endif
                auto it = map.find(key);
                if (it == std::end(map))
                {
#ifdef ARGS_NOEXCEPT
                    error = Error::Map;
#else
                    std::ostringstream problem;
                    problem << "Could not find key '" << key << "' in map for arg '" << name << "'";
                    throw MapError(problem.str());
#endif
                } else
                {
                    this->values.emplace_back(it->second);
                    matched = true;
                }
            }

            /** Get the value
             */
            List<T> &Get() noexcept
            {
                return values;
            }

            virtual std::string Name() const override
            {
                return name + std::string("...");
            }

            virtual void Reset() noexcept override
            {
                PositionalBase::Reset();
                values.clear();
            }
    };
}

#endif


================================================
FILE: src/pkQueueTS.hpp
================================================
/**************************************************************************************
*
* IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
*
* By downloading, copying, installing or using the software you agree to this license.
* If you do not agree to this license, do not download, install,
* copy or use the software.
*
*                           License Agreement
*                           For pkQueueTS
*
*  pkQueueTS - http://pklab.net/index.php?id=395
*  Copyright (C) 2016 PkLab.net all rights reserved.
*
*  Third party copyrights are property of their respective owners.
*
*  Redistribution and use in source and binary forms, with or without modification,
*  are permitted provided that the following conditions are met:
*
*  1. Redistributions of source code must retain the above copyright notice,
*     this list of conditions and the following disclaimer.
*  2. Redistributions in binary form must reproduce the above copyright notice,
*     this list of conditions and the following disclaimer in the documentation
*     and/or other materials provided with the distribution.
*  3. The name of the author may not be used to endorse or promote products
*     derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR IMPLIED
* WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
* MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO
* EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
* SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
* WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
* OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
* ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*****************************************************************************************/

#ifndef PKQUEUETS_H
#define PKQUEUETS_H

#if __cplusplus < 199711L
#error "This file requires C++ 11 !"
#endif

#include <queue>
#include <thread>
#include <mutex>
#include <condition_variable>
#include <chrono>

#include <opencv2/core.hpp>
#include <opencv2/opencv.hpp>


using namespace std;
using namespace  cv;

//! \defgroup  pkQueueTS A Thread safe queue by PkLab
//! @{

/** \brief Thread Safe Queue result codes
 */
enum pkQueueResults
{
    PK_QTS_OK,          //!< The result is correct
    PK_QTS_TIMEOUT,     //!< A time-out has reached while push or pop
    PK_QTS_EMPTY,       //!< The queue is empty and we wont wait
};

/** \brief Simple structure for an OpenCV Mat with deep copy constructor and assignment operator.
*
* This class encapsulates a `cv::Mat` and provides custom assignment operator and
* copy constructor to perform deep copy of matrix data too.
*
* This is because the `cv::Mat` assignment operator and the copy constructor
* just copy the Mat header but not the matrix data.
*
* This class is useful for Mats buffering. For example:
* - `std::queue::push(cv::Mat)` just creates a copy of `cv::Mat` header in the queue.
* - `std::queue::push(MatCapsule)` creates a deep copy of `cv::Mat` in the queue.
*
* \tparam TAdditionalStorage Here you can attach your own data type to hold any kind of information.
* In case your data type contains simple types, like a structure, you can forget about copying.
* If your data type holds any pointers or complex data type, you have to take care
* its copy constructor and assignment operator.
*
* \see
* - Assignment operator [cv::Mat::operator=](http://docs.opencv.org/master/d3/d63/classcv_1_1Mat.html#aed1f81fe7efaacc2bd95149cdfa34302)
* - Copy constructor [cv::Mat::Mat(const Mat &m)](http://docs.opencv.org/master/d3/d63/classcv_1_1Mat.html#a294eaf8a95d2f9c7be19ff594d06278e)
*
*/
template <class TAdditionalStorage = int>
class MatCapsule_
{
public:
    //! The OpenCV Mat
    Mat mat;

    /** \brief Storage for additional information (Template)
    *
    * You can define you own data type to hold any kind of information.
    * - In case your `TAdditionalStorage` holds just simple types you can forget about copying.
    * - In case `TAdditionalStorage` holds any pointers or complex data type, you have to take care
    *   of copy constructor and assignment operator.
    */
    TAdditionalStorage vars;

    /** \brief Default constructor
    */
    MatCapsule_() { }

    /** \brief Class destructor. Called by queue::pop
    */
    ~MatCapsule_() { }

    /** \brief The copy constructor. Called by queue::push
    *
    * Performs a deep copy of the `mat` member and its data.
    * Calls the `TAdditionalStorage` copy constructor if any.
    */
    MatCapsule_(const MatCapsule_& src)
    {
        vars = TAdditionalStorage(src.vars); //Calls the copy constructor for the data type
        src.mat.copyTo(mat);
    }

    /** \brief The assignment operator. Called BY queue::front
     * \warning In case you have any member pointers you need to clone them.
     * This is because, next calls to queue::pop calls the class destructor destroying all data.
     * With `cv::Mat` the matrix data is still valid thanks to its internal memory counter.
     */
    MatCapsule_& operator=(const MatCapsule_& src)
    {
        //Sanity check
        if (this == &src) return *this;

        vars = src.vars;    // Calls assignment operator for the data type
        mat = src.mat;      // Just copy the Mat header

        return *this;
    }
};

/** \brief For your convenience, If you don't need any additional storage */
typedef MatCapsule_<int> MatCapsule;

/** \brief Abstract base class for handling custom pkQueueTS::Push event.
 *
 * It provides an abstract interface to create custom OnPush event handler.
 * The OnPush event could be used to perform any custom actions like memory analysis on the pkQueueTS.
 *
 * ### How to use the OnPush event
 * Because this class is pure virtual, you have to derive your own class and write your own OnPush().
 * The "OnPush" constructor pkQueueTS::pkQueueTS(pkQueueOnPushBase* onPushHandler) should
 * be used
 *
 * In this case, pkQueueTS::Push() calls `YourDerivedClass::OnPush()` within its own lock.
 */
class pkQueueOnPushBase
{
public:
    /** \brief OnPush event handler interface
     *
     *  User has to defines its own class and implements the method to take needed actions.
     *
     * \param queueSize Queue size after current push.
     * \param elementPtr Pointer to the last pushed element in the queue <`&m_queue.back()`>
     * \note This is called by pkQueueTS::Push() within a proper lock on the queue.
     * Therefore the OnPush() method is thread safe vs those threads that are writing /reading
     * the queue, also in case of multiple producer/consumer.
     * \warning Do not use `elementPtr` out of here because pointed to object will be destroyed
     * on next pkQueueTS::Pop().
     */
    virtual void OnPush(size_t queueSize, const void *elementPtr) = 0;
};

///////////////////////////////////////////////////////////////////////////////
/** \brief Thread Safe Queue
*
* \author
* pkQueueTS - http://pklab.net/index.php?id=395
* Copyright (C) 2016 PkLab.net all rights reserved.
*
* This is a thread safe queue, multiple producer multiple consumer.
* It's based on [std::queue](http://en.cppreference.com/w/cpp/container/queue) with single lock.
* A [condition_variable](http://en.cppreference.com/w/cpp/thread/condition_variable)
* with time-out is used to wait for new data.
*
* ## A thread safe queue for OpenCV Mats
*
* This class can be used to manage queue of [OpenCV Mats](http://docs.opencv.org/master/d3/d63/classcv_1_1Mat.html).
* Thanks to [Automatic Memory Management](http://docs.opencv.org/master/d1/dfb/intro.html) of `cv::Mat`
* and C++/STL memory recycling, use of `std::queue` with `cv::Mat` is memory effective.
*
* Unfortunately `cv::Mat` can't be used directly as element because its assignment operator and copy constructor
* just copy the Mat header but not the matrix data. A simple solution is to encapsulates `cv::Mat`
* into a structure or class and to write adequate assignment and constructor. The template class
* MatCapsule_ (or its simple alias `MatCapsule` ) is provided here to this purpose.
*
* Definitely you can write:
*
* \snippet pkQueueTS_TestSimple.cpp pkQueueTS_BasicUsage
*
* ## Additional storage
*
* The template class MatCapsule_ allows to attach any kind of additional storage to the capsule.
* For example you can have:
*
* \snippet pkQueueTS_TestSimple.cpp pkQueueTS_Additional_storage
*
* ## Memory statistics
*
* You can easily measure memory usage and allocations performed while using this class.
* Just write your own `OnPush` event handler and collect wanted measurement (see pkQueueOnPushBase).
*
* For example you can collect all addresses of pushed elements using a simple `std::map` as below:
*
* \snippet pkQueueTS_TestSimple.cpp pkQueueTS_Stats
*
* Please see http://pklab.net/?&id=396 for a detailed example and analysis
*/
template <class TElement>
class pkQueueTS
{
public:

    /** \brief Default constructor
    */
    pkQueueTS():m_onPushHandler(nullptr) {  }

    /** \overload
     *  \brief "OnPush" Constructor
     *
     * If the "OnPush" constructor is used, a custom object will be invoked each time
     * pkQueueTS::Push() is called. In other words you have an OnPush event handler
     * that can be used to perform any custom actions on the queue.
     *
     * \param onPushHandler A pointer to custom object be derived from
     *                      the abstract class pkQueueOnPushBase
     */
    pkQueueTS(pkQueueOnPushBase* onPushHandler)
    {
        m_onPushHandler = onPushHandler;
    }

    /** \brief Default destructor
    *
    * Calls element destructor for all elements in the queue (if any).
    * \warning If element is a pointer, the pointed to objects are not destroyed.
    */
    ~pkQueueTS()
    {
        lock_guard<mutex> lock(m_mutex);
        while (!m_queue.empty())
            m_queue.pop();  //if you are here than you are discarding some elements
    }

    /** \brief Retrieves the oldest element in the queue, if any or if wait.
    *
    * Blocks the caller thread until a new element is available or after the specified
    * time-out duration. When/If the element has been retrieved correctly is it's removed
    * from the queue.
    *
    * \param [out] element If PK_QTS_OK is returned, contains the oldest element in the queue.
    * \param timeoutMs You can specify a time (milliseconds) to wait for a valid elements
    *        - `timeoutMs = 0` [default] means no wait at all
    *        - `timeoutMs > 0` means wait for given time out
    * \return pkQueueResults One of the following:
    *         - PK_QTS_OK The element has been retrieved correctly
    *         - PK_QTS_TIMEOUT  The queue is empty but we wont wait
    *         - PK_QTS_EMPTY Time out has reached waiting a valid element
    */
    pkQueueResults Pop(TElement &element, unsigned timeoutMs = 0)
    {
        unique_lock<mutex> lock(m_mutex);
        // wait for a data (ignoring spurious awakenings)
        while (m_queue.empty())
        {
            // if no data and won't wait;
            if (timeoutMs == 0)
            {
                return PK_QTS_EMPTY;
            }
            // else wait data with time-out
            else if (cv_status::timeout == m_dataReady.wait_for(lock, chrono::milliseconds(timeoutMs)))
            {
                // Time out while waiting a valid element
                return PK_QTS_TIMEOUT;
            }
        } // data available
        element = m_queue.front(); //calls TElement::=operator
        m_queue.pop();
        return PK_QTS_OK;
    }

    /** \brief Inserts an element at the end of the queue
    *
    * \param element The element to add.
    * \return The queue size after that the element has been added
    */
    size_t Push(const TElement &element)
    {
        unique_lock<mutex> lock(m_mutex);
        m_queue.push(element);  //calls TElement::copy_constructor

        size_t N = m_queue.size();
        if (m_onPushHandler)
        {
            void * ptr = &(m_queue.back());
            m_onPushHandler->OnPush(N, ptr);
        }

        // The notifying thread does not need to hold the lock on the
        // same mutex as the one held by the waiting thread(s);
        // in fact doing so is a pessimization
        lock.unlock();
        m_dataReady.notify_one();
        return N;
    }

    /** \brief Returns the size of the queue
    */
    size_t Size()
    {
        lock_guard<mutex> lock(m_mutex);
        return m_queue.size();
    }

    /** \brief Test whether queue is empty
    */
    bool Empty() const
    {
        lock_guard<mutex> lock(m_mutex);
        return m_queue.empty();
    }

private:
    std::queue<TElement>    m_queue;
    std::condition_variable m_dataReady;
    mutable std::mutex      m_mutex;
    pkQueueOnPushBase*      m_onPushHandler;

};

//! @}
#endif //PKQUEUETS_H


================================================
FILE: src/track_targets.cpp
================================================
/**
track_targets
https://github.com/fnoop/vision_landing

This program uses opencv and aruco to detect fiducial markers in a stream.
It uses tracking across images in order to avoid ambiguity problem with a single marker.
For each target detected, it performs pose estimation and outputs the marker ID and translation vectors.
These vectors are used by vision_landing mavlink messages to enable precision landing by vision alone.

Compile with cmake: cmake . && make
 or manually: g++ src/track_targets.cpp -o track_targets -std=gnu++11 `pkg-config --cflags --libs aruco`

Run separately with: ./track_targets -d TAG36h11 /dev/video0 calibration.yml 0.235
./track_targets -w 1280 -g 720 -d TAG36h11 -o 'appsrc ! autovideoconvert ! v4l2video11h264enc extra-controls="encode,h264_level=10,h264_profile=4,frame_level_rate_control_enable=1,video_bitrate=2097152" ! h264parse ! rtph264pay config-interval=1 pt=96 ! udpsink host=192.168.1.70 port=5000 sync=false' /dev/video2 calibration/ocam5cr-calibration-1280x720.yml 0.235
./track_targets -w 1280 -g 720 -d TAG36h11 -o /srv/maverick/data/videos/landing.avi /dev/video2 calibration/ocam5cr-calibration-1280x720.yml 0.235
./track_targets -b 0.8 -d TAG36h11 -o 'appsrc ! autovideoconvert ! v4l2video11h264enc extra-contros="encode,h264_level=10,h264_profile=4,frame_level_rate_control_enable=1,video_bitrate=2097152" ! h264parse ! rtph264pay config-interval=1 pt=96 ! udpsink host=192.168.1.70 port=5000 sync=false' -i 1 -v /dev/video2 calibration/ocam5cr-calibration-640x480.yml 0.235
**/

#include <iostream>
#include <sstream>
#include <string>
#include <thread>
#include <atomic>
#include <queue>
#include <signal.h>
#include <poll.h>
#include <ctime>
#include <sys/select.h>

#include "args.hxx"
#include "pkQueueTS.hpp"

#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <opencv2/calib3d/calib3d.hpp>

#include "aruco/aruco.h"
#include "aruco/timers.h"

using namespace cv;
using namespace aruco;

// Setup sig handling
static volatile sig_atomic_t sigflag = 0;
static volatile sig_atomic_t stateflag = 0; // 0 = stopped, 1 = started
void handle_sig(int sig)
{
    std::cout << "info:SIGNAL:" << sig << ":Received" << std::endl;
    sigflag = 1;
}
void handle_sigusr1(int sig)
{
    std::cout << "info:SIGNAL:SIGUSR1:Received:" << sig << ":Switching on Vision Processing" << std::endl;
    stateflag = 1;
}
void handle_sigusr2(int sig)
{
    std::cout << "info:SIGNAL:SIGUSR2:Received:" << sig << ":Switching off Vision Processing" << std::endl;
    stateflag = 0;
}

// Setup fps tracker
double CLOCK()
{
    struct timespec t;
    clock_gettime(CLOCK_MONOTONIC, &t);
    return (t.tv_sec * 1000) + (t.tv_nsec * 1e-6);
}
double _avgdur = 0;
double _fpsstart = 0;
double _avgfps = 0;
double _fps1sec = 0;
double avgdur(double newdur)
{
    _avgdur = 0.98 * _avgdur + 0.02 * newdur;
    return _avgdur;
}
double avgfps()
{
    if (CLOCK() - _fpsstart > 1000)
    {
        _fpsstart = CLOCK();
        _avgfps = 0.7 * _avgfps + 0.3 * _fps1sec;
        _fps1sec = 0;
    }
    _fps1sec++;
    return _avgfps;
}

// Define function to draw AR landing marker
void drawARLandingCube(cv::Mat &Image, Marker &m, const CameraParameters &CP)
{
    Mat objectPoints(8, 3, CV_32FC1);
    double halfSize = m.ssize / 2;

    objectPoints.at<float>(0, 0) = -halfSize;
    objectPoints.at<float>(0, 1) = -halfSize;
    objectPoints.at<float>(0, 2) = 0;
    objectPoints.at<float>(1, 0) = halfSize;
    objectPoints.at<float>(1, 1) = -halfSize;
    objectPoints.at<float>(1, 2) = 0;
    objectPoints.at<float>(2, 0) = halfSize;
    objectPoints.at<float>(2, 1) = halfSize;
    objectPoints.at<float>(2, 2) = 0;
    objectPoints.at<float>(3, 0) = -halfSize;
    objectPoints.at<float>(3, 1) = halfSize;
    objectPoints.at<float>(3, 2) = 0;

    objectPoints.at<float>(4, 0) = -halfSize;
    objectPoints.at<float>(4, 1) = -halfSize;
    objectPoints.at<float>(4, 2) = m.ssize;
    objectPoints.at<float>(5, 0) = halfSize;
    objectPoints.at<float>(5, 1) = -halfSize;
    objectPoints.at<float>(5, 2) = m.ssize;
    objectPoints.at<float>(6, 0) = halfSize;
    objectPoints.at<float>(6, 1) = halfSize;
    objectPoints.at<float>(6, 2) = m.ssize;
    objectPoints.at<float>(7, 0) = -halfSize;
    objectPoints.at<float>(7, 1) = halfSize;
    objectPoints.at<float>(7, 2) = m.ssize;

    std::vector<Point2f> imagePoints;
    cv::projectPoints(objectPoints, m.Rvec, m.Tvec, CP.CameraMatrix, CP.Distorsion, imagePoints);
    // draw lines of different colours
    for (int i = 0; i < 4; i++)
        cv::line(Image, imagePoints[i], imagePoints[(i + 1) % 4], Scalar(0, 255, 0, 255), 1, cv::LINE_AA);

    for (int i = 0; i < 4; i++)
        cv::line(Image, imagePoints[i + 4], imagePoints[4 + (i + 1) % 4], Scalar(0, 255, 0, 255), 1, cv::LINE_AA);

    for (int i = 0; i < 4; i++)
        cv::line(Image, imagePoints[i], imagePoints[i + 4], Scalar(0, 255, 0, 255), 1, cv::LINE_AA);
}

// Print the calculated distance at bottom of image
void drawVectors(Mat &in, Scalar color, int lineWidth, int vOffset, int MarkerId, double X, double Y, double Distance, double cX, double cY)
{
    char cad[100];
    sprintf(cad, "ID:%i, Distance:%0.3fm, X:%0.3f, Y:%0.3f, cX:%0.3f, cY:%0.3f", MarkerId, Distance, X, Y, cX, cY);
    Point cent(10, vOffset);
    cv::putText(in, cad, cent, FONT_HERSHEY_SIMPLEX, std::max(0.5f, float(lineWidth) * 0.3f), color, lineWidth);
}

// Summarise a marker history over the past 10 frames
int markerHistory(std::map<uint32_t, std::queue<int>> &marker_history_queue, uint32_t thisId, uint32_t marker_history)
{
    // Work out current history for this marker
    uint32_t histsum = 0;
    for (unsigned int j = 0; j < marker_history; j++)
    {
        uint32_t _val = marker_history_queue[thisId].front(); // fetch value off front of queue
        histsum += _val;                                      // add value to history sum
        marker_history_queue[thisId].pop();                   // pop value off front of queue
        marker_history_queue[thisId].push(_val);              // push value back onto end of queue
    }
    return histsum;
}

// Change active marker and reset all marker histories
void changeActiveMarker(std::map<uint32_t, std::queue<int>> &marker_history_queue, uint32_t &active_marker, uint32_t newId, uint32_t marker_history)
{
    // Set the new marker as active
    active_marker = newId;

    // Reset all marker histories.  This ensures that another marker change can't happen for at least x frames where x is history size
    for (auto &markerhist : marker_history_queue)
    {
        for (unsigned int j = 0; j < marker_history; j++)
        {
            marker_history_queue[markerhist.first].push(0);
            marker_history_queue[markerhist.first].pop();
        }
    }
}

// Setup our incoming threaded camera feed
struct TimeCapsuleVars
{
    uint64_t timeStamp = 0;
    uint64_t frameNum = 0;
};
typedef MatCapsule_<TimeCapsuleVars> MatTimeCapsule;
pkQueueTS<MatTimeCapsule> incomingQueue;
atomic<bool> grabState;

// Initiate camera
cv::VideoCapture vreader;

// Thread to control capture device and push frames onto the threadsafe queue
void incomingThread()
{
    // Enable capture input
    grabState = true;
    // Incoming frame
    MatTimeCapsule iframe;
    uint64_t frameNum = 0;
    std::cout << "Starting incomingThread()" << std::endl;

    while (grabState)
    {
        // Read the next frame in from the camera and push it to back of queue
        // std::cout << "debug:Pushing camera frame to queue" << std::endl;
        vreader.grab();
        // Lodge clock for start of frame, after grabbing the frame but before decompressing/converting it.
        // This is as close as we can get to the shutter time, for a better match to inertial frame.
        frameNum++;
        iframe.vars.frameNum = frameNum;
        iframe.vars.timeStamp = CLOCK() * 1e+6;
        // Now process the grabbed frame
        vreader.retrieve(iframe.mat);
        // Push the timeframe capsule onto the queue, ready for collection and processing
        incomingQueue.Push(iframe);
        
        // If there is more than 1 frame in the queue, pop the rest to prevent buildup
        while (incomingQueue.Size() > 1)
            incomingQueue.Pop(iframe);

    }
}

// Setup our outgoing threaded video stream
pkQueueTS< MatCapsule > outgoingQueue;
atomic<bool> pushState;
// Initiate stream
cv::VideoWriter vwriter;
// Thread to control writer device, read frames from the threadsafe queue and push into the video stream
void outgoingThread()
{
    // Enable stream output
    pushState = true;
    // Outgoing frame
    MatCapsule oframe;
    std::cout << "Starting outgoingThread()" << std::endl;

    while (pushState)
    {
        int qsize = outgoingQueue.Size();
        // Read frame in from the queue and push it to stream
        if (qsize > 0) 
        {
            std::cout << "debug:Pushing output frame to stream:" << qsize << std::endl;
            // If the queue already has more than 1 frame then pop it, to prevent buildup
            // We only want to send the latest frame
            while (qsize > 1)
            {
                outgoingQueue.Pop(oframe);
                qsize--;
            }
            // Pop the frame off the queue and push to stream
            outgoingQueue.Pop(oframe);
            vwriter.write(oframe.mat);
        }
    }
}

// main..
int main(int argc, char **argv)
{
    // Unbuffer stdout and stdin
    std::cout.setf(std::ios::unitbuf);
    std::ios_base::sync_with_stdio(false);

    // Make sure std::cout does not show scientific notation
    std::cout.setf(ios::fixed);

    // Setup arguments for parser
    args::ArgumentParser parser("Track fiducial markers and estimate pose, output translation vectors for vision_landing");
    args::HelpFlag help(parser, "help", "Display this help menu", {'h', "help"});
    args::Flag verbose(parser, "verbose", "Verbose", {'v', "verbose"});
    args::ValueFlag<int> markerid(parser, "markerid", "Marker ID", {'i', "id"});
    args::ValueFlag<std::string> dict(parser, "dict", "Marker Dictionary", {'d', "dict"});
    args::ValueFlag<std::string> output(parser, "output", "Output Stream", {'o', "output"});
    args::ValueFlag<int> width(parser, "width", "Video Input Resolution - Width", {'w', "width"});
    args::ValueFlag<int> height(parser, "height", "Video Input Resolution - Height", {'g', "height"});
    args::ValueFlag<int> fps(parser, "fps", "Video Output FPS - Kludge factor", {'f', "fps"});
    args::ValueFlag<double> brightness(parser, "brightness", "Camera Brightness/Gain", {'b', "brightness"});
    args::ValueFlag<std::string> sizemapping(parser, "sizemapping", "Marker Size Mappings, in marker_id:size format, comma separated", {'z', "sizemapping"});
    args::ValueFlag<int> markerhistory(parser, "markerhistory", "Marker tracking history, in frames", {"markerhistory"});
    args::ValueFlag<int> markerthreshold(parser, "markerthreshold", "Marker tracking threshold, percentage", {"markerthreshold"});
    args::ValueFlag<std::string> fourcc(parser, "fourcc", "FourCC CoDec code", {'c', "fourcc"});
    args::Positional<std::string> input(parser, "input", "Input Stream");
    args::Positional<std::string> calibration(parser, "calibration", "Calibration Data");
    args::Positional<double> markersize(parser, "markersize", "Marker Size");

    // Parse arguments
    try
    {
        parser.ParseCLI(argc, argv);
    }
    catch (args::Help)
    {
        std::cout << parser;
        return 0;
    }
    catch (args::ParseError e)
    {
        std::cerr << e.what() << std::endl;
        std::cerr << parser;
        return 1;
    }
    catch (args::ValidationError e)
    {
        std::cerr << e.what() << std::endl;
        std::cerr << parser;
        return 1;
    }

    if (!input || !calibration || !markersize)
    {
        std::cout << parser;
        return 1;
    }

    // Open camera
    vreader.open( args::get(input) );

    // Bail if camera can't be opened
    if (!vreader.isOpened())
    {
        std::cerr << "Error: Input stream can't be opened" << std::endl;
        return 1;
    }

    // Register signals
    signal(SIGINT, handle_sig);
    signal(SIGTERM, handle_sig);
    signal(SIGUSR1, handle_sigusr1);
    signal(SIGUSR2, handle_sigusr2);

    // If resolution is specified then use, otherwise use default
    int inputwidth = 640;
    int inputheight = 480;
    if (width)
        inputwidth = args::get(width);
    if (height)
        inputheight = args::get(height);

    // If fps is specified then use, otherwise use default
    int inputfps = 30;
    if (fps)
        inputfps = args::get(fps);

    // If brightness is specified then use, otherwise use default
    if (brightness)
        vreader.set(CAP_PROP_BRIGHTNESS, args::get(brightness));

    // Set camera properties
    vreader.set(cv::CAP_PROP_FRAME_WIDTH, inputwidth);
    vreader.set(cv::CAP_PROP_FRAME_HEIGHT, inputheight);
    vreader.set(cv::CAP_PROP_FPS, inputfps);
    // vreader.set(CAP_PROP_BUFFERSIZE, 0); // Doesn't work yet with V4L2

    // Read and parse camera calibration data
    aruco::CameraParameters CamParam;
    CamParam.readFromXMLFile(args::get(calibration));
    if (!CamParam.isValid())
    {
        std::cerr << "Calibration Parameters not valid" << std::endl;
        return -1;
    }

    // Take a single image and resize calibration parameters based on input stream dimensions
    // Note we read directly from vreader here because we haven't turned the reader thread on yet
    Mat rawimage;
    vreader >> rawimage;
    CamParam.resize(rawimage.size());

    // Calculate the fov from the calibration intrinsics
    const double pi = std::atan(1) * 4;
    const double fovx = 2 * atan(inputwidth / (2 * CamParam.CameraMatrix.at<float>(0, 0))) * (180.0 / pi);
    const double fovy = 2 * atan(inputheight / (2 * CamParam.CameraMatrix.at<float>(1, 1))) * (180.0 / pi);
    std::cout << "info:FoVx~" << fovx << ":FoVy~" << fovy << ":vWidth~" << inputwidth << ":vHeight~" << inputheight << std::endl;

    // Turn on incoming thread
    std::thread inThread(incomingThread);
    MatTimeCapsule iframe;

    // If output specified then setup the pipeline unless output is set to 'window'
    if (output && args::get(output) != "window")
    {
        if (fourcc)
        {
            std::string _fourcc = args::get(fourcc);
            vwriter.open(args::get(output), VideoWriter::fourcc(_fourcc[0], _fourcc[1], _fourcc[2], _fourcc[3]), inputfps, cv::Size(inputwidth, inputheight), true);
        }
        else
        {
            vwriter.open(args::get(output), 0, inputfps, cv::Size(inputwidth, inputheight), true);
        }
        if (!vwriter.isOpened())
        {
            std::cerr << "Error can't create video writer" << std::endl;
            return 1;
        }
    }
    // Turn on writer thread
    std::thread outThread(outgoingThread);
    MatCapsule oframe;

    // Setup the marker detection
    double MarkerSize = args::get(markersize);
    MarkerDetector MDetector;
    MarkerDetector::Params &MParams = MDetector.getParameters();
    MDetector.setDetectionMode(aruco::DM_VIDEO_FAST, 0.02);
    MParams.setAutoSizeSpeedUp(true,0.3);
    MParams.maxThreads = 1; // -1 = all
    MParams.setCornerRefinementMethod(aruco::CORNER_SUBPIX);
    MParams.NAttemptsAutoThresFix = 3; // This is the number of random threshold iterations when no markers found

    // Tracking variables
    float Ti = MParams.minSize;
    int ThresHold = MParams.ThresHold;

    std::map<uint32_t, MarkerPoseTracker> MTracker; // use a map so that for each id, we use a different pose tracker
    if (dict)
        MDetector.setDictionary(args::get(dict), 0.f);

    // Start framecounter at 0 for fps tracking
    int frameno = 0;

    // Create a map of marker sizes from 'sizemapping' config setting
    std::map<uint32_t, float> markerSizes;
    std::stringstream ss(args::get(sizemapping));
    // First split each mapping into a vector
    std::vector<std::string> _size_mappings;
    std::string _size_mapping;
    while (std::getline(ss, _size_mapping, ','))
    {
        _size_mappings.push_back(_size_mapping);
    }
    // Next tokenize each vector element into the markerSizes map
    for (std::string const &_s : _size_mappings)
    {
        auto _i = _s.find(':');
        markerSizes[atoi(_s.substr(0, _i).data())] = atof(_s.substr(_i + 1).data());
    }
    // Debug print the constructed map
    std::cout << "info:Size Mappings:";
    for (const auto &p : markerSizes)
    {
        std::cout << p.first << "=" << p.second << ", ";
    }
    std::cout << std::endl;

    // Setup marker thresholding
    uint32_t active_marker;
    // Use a map of queues to track state of each marker in the last x frames
    std::map<uint32_t, std::queue<int>> marker_history_queue;

    // If marker history or threshold is set in parameters use them, otherwise set defaults
    uint32_t marker_history;
    if (args::get(markerhistory))
    {
        marker_history = args::get(markerhistory);
    }
    else
    {
        marker_history = 15;
    }
    std::cout << "debug:Marker History:" << marker_history << std::endl;
    uint32_t marker_threshold;
    marker_threshold = args::get(markerthreshold);
    std::cout << "debug:Marker Threshold:" << marker_threshold << std::endl;

    // Print a specific info message to signify end of initialisation
    std::cout << "info:initcomp:Initialisation Complete" << std::endl;

    // Main loop
    while (true)
    {
        // If signal for interrupt/termination was received, break out of main loop and exit
        if (sigflag)
        {
            std::cout << "info:Signal Detected:Exiting track_targets" << std::endl;
            break;
        }

        // If tracking not active, skip
        if (!stateflag)
        {
            // Add a 1ms sleep to slow down the loop if nothing else is being done
            nanosleep((const struct timespec[]){{0, 10000000L}}, NULL);
            continue;
        }

        // Start Timers
        double framestart = CLOCK();
        ScopedTimerEvents Timer("detectloop");

        // Read a camera frame from the incoming thread, with 1 second timeout
        // std::cout << "debug:Incoming queue size:" << incomingQueue.Size() << std::endl;
        pkQueueResults res = incomingQueue.Pop(iframe, 1000);
        if (res != PK_QTS_OK)
        {
            if (verbose && res == PK_QTS_TIMEOUT)
                std::cout << "debug:Time out reading from the camera thread" << std::endl;
            if (verbose && res == PK_QTS_EMPTY)
                std::cout << "debug:Camera thread is empty" << std::endl;
            this_thread::yield();
            continue;
        }
        Timer.add("PopImage");

        // Skip this loop iteration if the frame was empty
        if (iframe.mat.empty())
            continue;

        // Detect markers
        std::vector<Marker> Markers = MDetector.detect(iframe.mat);
        Timer.add("MarkerDetect");

        // Order the markers in ascending size - we want to start with the smallest.
        std::map<float, uint32_t> markerAreas;
        std::map<uint32_t, bool> markerIds;
        for (auto &marker : Markers)
        {
            markerAreas[marker.getArea()] = marker.id;
            markerIds[marker.id] = true;
            // If the marker doesn't already exist in the threshold tracking, add and populate with full set of zeros
            if (marker_history_queue.count(marker.id) == 0)
            {
                for (unsigned int i = 0; i < marker_history; i++)
                    marker_history_queue[marker.id].push(0);
            }
        }

        // Iterate through marker history and update for this frame
        for (auto &markerhist : marker_history_queue)
        {
            // If marker was detected in this frame, push a 1
            (markerIds.count(markerhist.first)) ? markerhist.second.push(1) : markerhist.second.push(0);
            // If the marker history has reached history limit, pop the oldest element
            if (markerhist.second.size() > marker_history)
            {
                markerhist.second.pop();
            }
        }

        // If marker is set in config, use that to lock on
        if (markerid)
        {
            active_marker = args::get(markerid);
            // Otherwise find the smallest marker that has a size mapping
        }
        else
        {
            for (auto &markerArea : markerAreas)
            {
                uint32_t thisId = markerArea.second;
                if (markerSizes[thisId])
                {
                    // If the current history for this marker is >threshold, then set as the active marker and clear marker histories.  Otherwise, skip to the next sized marker.
                    uint32_t _histsum = markerHistory(marker_history_queue, thisId, marker_history);
                    float _histthresh = marker_history * ((float)marker_threshold / (float)100);
                    if (_histsum > _histthresh)
                    {
                        if (active_marker == thisId)
                            break; // Don't change to the same thing
                        changeActiveMarker(marker_history_queue, active_marker, thisId, marker_history);
                        if (verbose)
                        {
                            std::cout << "debug:changing active_marker:" << thisId << ":" << _histsum << ":" << _histthresh << ":" << std::endl;
                            std::cout << "debug:marker history:";
                            for (auto &markerhist : marker_history_queue)
                            {
                                std::cout << markerhist.first << ":" << markerHistory(marker_history_queue, markerhist.first, marker_history) << ":";
                            }
                            std::cout << std::endl;
                        }
                        break;
                    }
                }
            }
        }
        // If a marker lock hasn't been found by this point, use the smallest found marker with the default marker size
        if (!active_marker)
        {
            for (auto &markerArea : markerAreas)
            {
                uint32_t thisId = markerArea.second;
                // If the history threshold for this marker is >50%, then set as the active marker and clear marker histories.  Otherwise, skip to the next sized marker.
                uint32_t _histsum = markerHistory(marker_history_queue, thisId, marker_history);
                float _histthresh = marker_history * ((float)marker_threshold / (float)100);
                if (_histsum > _histthresh)
                {
                    if (verbose)
                        std::cout << "debug:changing active_marker:" << thisId << std::endl;
                    changeActiveMarker(marker_history_queue, active_marker, thisId, marker_history);
                    break;
                }
            }
        }
        Timer.add("MarkerLock");

        // Iterate through the markers, in order of size, and do pose estimation
        for (auto &markerArea : markerAreas)
        {
            if (markerArea.second != active_marker)
                continue; // Don't do pose estimation if not active marker, save cpu cycles
            float _size;
            // If marker size mapping exists for this marker, use it for pose estimation
            if (markerSizes[markerArea.second])
            {
                _size = markerSizes[markerArea.second];
                // Otherwise use generic marker size
            }
            else if (MarkerSize)
            {
                _size = MarkerSize;
                if (verbose)
                    std::cout << "debug:defaulting to generic marker size: " << markerArea.second << std::endl;
            }
            // Find the Marker in the Markers map and do pose estimation.  I'm sure there's a better way of iterating through the map..
            for (unsigned int i = 0; i < Markers.size(); i++)
            {
                if (Markers[i].id == markerArea.second)
                {
                    MTracker[markerArea.second].estimatePose(Markers[i], CamParam, _size);
                }
            }
        }
        Timer.add("PoseEstimation");

        // Iterate through each detected marker and send data for active marker and draw green AR cube, otherwise draw red AR square
        for (unsigned int i = 0; i < Markers.size(); i++)
        {
            double processtime = CLOCK() - framestart;
            // If marker id matches current active marker, draw a green AR cube
            if (Markers[i].id == active_marker)
            {
                if (output)
                {
                    Markers[i].draw(iframe.mat, Scalar(0, 255, 0), 2, false);
                }
                // If pose estimation was successful, calculate data and output to anyone listening.
                if (Markers[i].Tvec.at<float>(0, 2) > 0)
                {
                    // Calculate vector norm for distance
                    double distance = sqrt(pow(Markers[i].Tvec.at<float>(0, 0), 2) + pow(Markers[i].Tvec.at<float>(0, 1), 2) + pow(Markers[i].Tvec.at<float>(0, 2), 2));
                    // Calculate angular offsets in radians of center of detected marker
                    double xoffset = (Markers[i].getCenter().x - inputwidth / 2.0) * (fovx * (pi / 180)) / inputwidth;
                    double yoffset = (Markers[i].getCenter().y - inputheight / 2.0) * (fovy * (pi / 180)) / inputheight;
                    if (verbose)
                    {
                        Ti = MParams.minSize;
                        ThresHold = MParams.ThresHold;
                        std::cout << "debug:active_marker:" << active_marker << ":center~" << Markers[i].getCenter() << ":area~" << Markers[i].getArea() << ":marker~" << Markers[i] << ":vectornorm~" << distance << ":Ti~" << Ti << ":ThresHold~" << ThresHold << ":Markers~" << Markers.size() << ":processtime~" << processtime << ":timestamp~" << iframe.vars.timeStamp << std::endl;
                    }
                    // This is the main message that track_targets outputs, containing the active target data
                    std::cout << "target:" << Markers[i].id << ":" << xoffset << ":" << yoffset << ":" << distance << ":" << processtime << ":" << iframe.vars.timeStamp << ":" << CLOCK() * 1e+6 << std::endl << std::flush;
                    // std::cout << "target:" << Markers[i].id << ":" << xoffset << ":" << yoffset << ":" << distance << ":" << processtime << ":" << CLOCK() * 1e+6 << std::endl << std::flush;
                    std::fflush(stdout); // explicitly flush stdout buffer
                    Timer.add("SendMessage");
                    // Draw AR cube and distance
                    if (output)
                    { // don't burn cpu cycles if no output
                        drawARLandingCube(iframe.mat, Markers[i], CamParam);
                        CvDrawingUtils::draw3dAxis(iframe.mat, Markers[i], CamParam);
                        drawVectors(iframe.mat, Scalar(0, 255, 0), 1, (i + 1) * 20, Markers[i].id, xoffset, yoffset, distance, Markers[i].getCenter().x, Markers[i].getCenter().y);
                        Timer.add("DrawGreenAR");
                    }
                }
                // Otherwise draw a red square
            }
            else
            {
                if (verbose)
                    std::cout << "debug:inactive_marker:center~" << Markers[i].getCenter() << ":area~" << Markers[i].getArea() << ":marker~" << Markers[i] << ":Ti~" << Ti << ":ThresHold~" << ThresHold << ":Markers~" << Markers.size() << ":processtime~" << processtime << std::endl;
                if (output)
                { // don't burn cpu cycles if no output
                    Markers[i].draw(iframe.mat, Scalar(0, 0, 255), 2, false);
                    drawVectors(iframe.mat, Scalar(0, 0, 255), 1, (i + 1) * 20, Markers[i].id, 0, 0, Markers[i].Tvec.at<float>(0, 2), Markers[i].getCenter().x, Markers[i].getCenter().y);
                    Timer.add("DrawRedAR");
                }
            }
        }
        Timer.add("UseMarkers");

        if (output && args::get(output) != "window")
        {
            oframe.mat = iframe.mat.clone();
            // iframe.mat.copyTo(oframe.mat);
            Timer.add("Out-CloneMat");
            outgoingQueue.Push(oframe);
            Timer.add("Out-PushImage");
        }
        else if (output && args::get(output) == "window")
        {
            imshow("vision_landing", iframe.mat);
            Timer.add("OutputImage");
        }

        // Lodge clock for end of frame
        double framedur = CLOCK() - framestart;

        // Print fps info every 100 frames
        char framestr[100];
        sprintf(framestr, "info:avgframedur~%fms:fps~%f:frameno~%d:", avgdur(framedur), avgfps(), frameno++);
        if (verbose && (frameno % 100 == 1))
        {
            std::cout << framestr << std::endl;
        }
        Timer.add("EndofLoop");
    }

    // Stop incoming thread and flush queue
    std::cout << "info:track_targets complete, exiting" << std::endl;
    grabState = false;
    pushState = false;
    while (PK_QTS_EMPTY != incomingQueue.Pop(iframe, 0));
    inThread.join();
    while (PK_QTS_EMPTY != outgoingQueue.Pop(oframe, 0));
    outThread.join();
    vreader.release();
    vwriter.release();
    std::cout.flush();
    return 0;
}


================================================
FILE: vision_landing
================================================
#!/usr/bin/env python2
# -*- coding: utf-8 -*-

# vision_landing
# https://github.com/fnoop/vision_landing
#
# This python script connects to arducopter using dronekit, to control precision landing.
# The control is purely visual using pose estimation from fiducial markers (eg. aruco or april tags), no additional rangefinder is needed.
# It launches a separate program track_targets which does the actual cv work and captures the resulting vectors from non-blocking thread handler.

from threading import Thread, Event
from Queue import LifoQueue, Queue, Empty
from subprocess import Popen, PIPE
from dronekit import connect, VehicleMode, LocationGlobal, LocationGlobalRelative
from pymavlink import mavutil
from time import sleep, time
from datetime import datetime, timedelta
from sys import exit, stdout, stderr
from os import path, makedirs, symlink, remove
from math import pi
from re import sub, search
from collections import deque
from math import sqrt
import signal
import logging
import ctypes


### ================================
### Define Functions
### ================================

# Return correctly typed config parser option
def get_config_value(parser, section, option):
    """Parses config value as python type"""
    try:
        return parser.getint(section, option)
    except ValueError:
        pass
    try:
        return parser.getfloat(section, option)
    except ValueError:
        pass
    try:
        return parser.getboolean(section, option)
    except ValueError:
        pass
    return parser.get(section, option)

# Setup monotonic clock
CLOCK_MONOTONIC_RAW = 4
class timespec(ctypes.Structure):
    _fields_ = [
        ('tv_sec', ctypes.c_long),
        ('tv_nsec', ctypes.c_long)
    ]
librt = ctypes.CDLL('librt.so.1', use_errno=True)
clock_gettime = librt.clock_gettime
clock_gettime.argtypes = [ctypes.c_int, ctypes.POINTER(timespec)]

def monotonic_time():
    t = timespec()
    if clock_gettime(CLOCK_MONOTONIC_RAW , ctypes.pointer(t)) != 0:
        errno_ = ctypes.get_errno()
        raise OSError(errno_, os.strerror(errno_))
    return (t.tv_sec * 1e+9) + t.tv_nsec

### ================================
### End Define Functions
### ================================


### ================================
### Define Classes
### ================================

# Threaded Reader class connects the output from the track_targets process to a non-blocking reader, and adds any messages to a queue.
# The queue is then read by the main loop and if anything is waiting it calls a method to process from the track_targets object.
class ThreadedReader:
    def __init__(self, stdout, stderr):
        self.stdout = stdout
        self.stderr = stderr
        self.queue = LifoQueue()
        self._stop = Event()
        def insertQueue(pipe, queue, qtype="stdout"):
            while not self.stopped():
                self.clear() # Clear the queue before adding anything - we only want the latest data
                line = pipe.readline().rstrip() + ":{:.0f}".format(monotonic_time())
                if args.verbose:
                    log.debug("Adding line: {} : {}".format(qtype, line))
                if line and qtype == "stdout":
                    queue.put(line)
                elif line and qtype == "stderr":
                    queue.put("error:"+line)
        self.threadout = Thread(target = insertQueue, args = (self.stdout, self.queue))
        self.threadout.daemon = True
        self.threadout.start()
        self.threaderr = Thread(target = insertQueue, args = (self.stderr, self.queue, "stderr"))
        self.threaderr.daemon = True
        self.threaderr.start()
    def size(self):
        return self.queue.qsize()
    def readline(self, timeout = None):
        try:
            line = self.queue.get(block = timeout is not None, timeout = timeout)
            self.queue.task_done()
            return line
        except Empty:
            log.debug("empty queue")
            return None
    def clear(self):
        #with self.queue.mutex:
        #    self.queue.clear()
        while self.size() > 10:
            # self.readline()
            tmpline = self.queue.get(False)
            log.debug("clearing queue: {} : {}".format(self.size(), tmpline))
            self.queue.task_done()
        return
    def stop(self):
        self._stop.set()
    def stopped(self):
        return self._stop.isSet()

# TrackTime class is used to synchronise time between the companion computer and the flight controller.
# This is necessary to ensure that the vision frames are matched as closely as possible with the inertial frames.
# Note: This requires a Craft object to be passed, in order to perform the actual sync. 
class TrackTime:
    def __init__(self, craft):
        self.fctime_nanos = 0
        self.mytime_nanos = 0
        self.local_tracker = {}
        self.delta = None
        self.difference = None
        self.delta_buffer = deque(maxlen=50) # Circular buffer to track timesync deltas
        self.difference_buffer = deque(maxlen=50) # Circular buffer to track difference between two systems
        self.debug = False
        self.vehicle = craft.vehicle
        # Setup time struct to hold local monotonic clock queries
        self.t = timespec()
        # Setup listener decorator
        @self.vehicle.on_message("TIMESYNC")
        def listener_timesync(subself, name, message):
            try:
                if message.ts1 < self.mytime_nanos:
                    #log.info("Newer timesync message already received, ignoring")
                    return False
                self.mytime_nanos = message.ts1 # Set the time that the message was sent
                _cts = self.current_timestamp()
                _avg_ts = (self.local_tracker[message.ts1] + _cts)/2
                self._delta = _cts - _avg_ts # Calculuate the time delta
                self.delta_buffer.append(self._delta) # Push the delta into the circular buffer
                # If the averaged delta has been reached, use that, and update the delta from the latest buffer
                if self.delta:
                    self.delta = sum(list(self.delta_buffer)) / len(list(self.delta_buffer))
                    self.fctime_nanos = message.tc1 - self.delta
                # Otherwise use the spot delta from the incoming message
                else:
                    self.fctime_nanos = message.tc1 - self._delta
                self.difference_buffer.append(self.mytime_nanos - self.fctime_nanos)
                self.difference = sum(list(self.difference_buffer)) / len(list(self.difference_buffer))
                if self.debug:
                    log.debug("Timesync message received:"+", ".join([str(message), str(self._delta), str(self.fctime_nanos)]))
            except:
                if self.debug:
                    log.debug("Error, unexpected timesync timestamp received:"+str(message.ts1))
    # Blocking method to call once during startup, to calculate delta
    def initial_sync(self):
        # Keep sending timesync requests until the delta buffer is full, or a timeout is reached
        start_timesync = self.current_timestamp()
        while len(list(self.delta_buffer)) < 50 and self.current_timestamp() - start_timesync < (15 * 1000000000):
            self.update()
            sleep(0.1) # Ardupilot can't cope with too many timesync messages being sent in a short time period, the results are nonsense
        # When full, average the delta buffer and then set that to use as the ongoing delta
        if len(self.delta_buffer) == 50:
            self.delta = sum(list(self.delta_buffer)) / len(list(self.delta_buffer))
        else:
            log.warning("Error creating timesync delta buffer - unpredictable results will follow")
    # Method to return monotonic clock time
    def current_timestamp(self):
        return monotonic_time()
    # Request a timesync update from the flight controller
    def update(self, ts=0, tc=0):
        if ts == 0:
            ts = self.current_timestamp()
        self.local_tracker[ts] = self.current_timestamp() # Create entry to correlate sending timestamp with actual localtime
        msg = self.vehicle.message_factory.timesync_encode(
            tc,     # tc1
            ts      # ts1
        )
        self.vehicle.send_mavlink(msg)
        self.vehicle.flush()
    # Note: This returns the 'actual' time of the FC with the delay compensated from the last sync event
    def actual(self):
        return self.fctime_nanos
    # Return actual + time elapsed since actual set
    def estimate(self):
        estmynanos = self.current_timestamp() - self.difference
        estfcnanos = self.actual() + (self.current_timestamp() - self.mytime_nanos)
        #log.debug("Estimate time: current-difference:"+str(estmynanos/1000000)+", fctime_nanos+elapsed:"+str(estfcnanos/1000000)+", difference:"+str((estmynanos - estfcnanos) / 1000000))
        return estmynanos
    def toFcTime(self, inTime):
        return inTime - self.difference

# TrackTargets class launches, controls and handles the separate track_targets process that does the actual vision processing.
class TrackTargets:
    def __init__(self, args, calibration):
        self.state = None
        self.shutdown = False
        # Setup timing containers
        self.frame_times = []
        self.start_t = time()
        # Work out starting parameters
        self.setup(args, calibration)
        # Launch tracking process and process output
        log.info("Launching track_targets with arguments:" + " ".join(self.track_arguments))
        self.launch()
    def setup(self, args, calibration):
        # Define the basic arguments to track_targets
        self.track_arguments = [cwd+'/track_targets']
        # If marker dictionary is set, pass it through
        if args.markerdict:
            self.track_arguments.extend(['-d', args.markerdict])
        # If output is set, pass it through
        if args.output:
            now = datetime.now()
            nowtime = now.strftime("%Y-%m-%d-%H-%M-%S")
            args_output = sub("-xxx", "-"+str(nowtime), args.output)
            self.track_arguments.extend(['-o', args_output])
        # If marker id is set, pass it through
        if args.markerid:
            self.track_arguments.extend(['-i', args.markerid])
        # If width is set, pass it through
        if args.width:
            self.track_arguments.extend(['-w', str(args.width)])
        # If height is set, pass it through
        if args.height:
            self.track_arguments.extend(['-g', str(args.height)])
        # If fps is set, pass it through
        if args.fps:
            self.track_arguments.extend(['-f', str(args.fps)])
        # If verbose is set, pass it through
        if args.verbose:
            self.track_arguments.extend(['-v'])
        # If brightness is set, pass it through
        if args.brightness:
            self.track_arguments.extend(['-b', str(args.brightness)])
        # If fourcc codec is set, pass it through
        if args.fourcc:
            self.track_arguments.extend(['-c', args.fourcc])
        # If sizemapping is set, pass it through
        if args.sizemapping:
            self.track_arguments.extend(['-z', args.sizemapping])
        # If markerhistory is set, pass it through
        if args.markerhistory:
            self.track_arguments.extend(['--markerhistory', str(args.markerhistory)])
        # If markerthreshold is set, pass it through
        if args.markerthreshold:
            self.track_arguments.extend(['--markerthreshold', str(args.markerthreshold)])
        # Add positional arguments
        self.track_arguments.extend([args.input, calibration, str(args.markersize)])
    def launch(self):
        self.process = Popen(self.track_arguments, stdin = PIPE, stdout = PIPE, stderr = PIPE, shell = False, bufsize=1)
        self.reader = ThreadedReader(self.process.stdout, self.process.stderr)
        self.state = "initialising"
    def processline(self, line):
        # Unpack data from track_targets data
        trackdata = line.rstrip().split(":")
        # If not target data, log and skip to next data
        if trackdata[0] != "target":
            datatype = trackdata[0]
            if trackdata[0] == "error":
                log.error("track_targets: " +str(trackdata[1:]))
            elif trackdata[0] == "debug" and args.verbose:
                log.debug("track_targets: " + datatype[0].upper() + datatype[1:] + str(trackdata[1:]))
            elif trackdata[0] == "info":
                log.info("track_targets: " + str(trackdata[1:]))
                if trackdata[1] == "initcomp":
                    self.state = "initialised"
            return
        # Unpack and cast target data to correct types
        try:
            [id,x,y,z,processtime,sensorTimestamp,sendTimestamp,receiveTimestamp] = trackdata[1:]
            [id,x,y,z,processtime,sensorTimestamp,sendTimestamp,receiveTimestamp] = [int(id),float(x),float(y),float(z),float(processtime),float(sensorTimestamp),float(sendTimestamp),float(receiveTimestamp)]
        except:
            log.debug("track_targets: error in data: " + str(line.rstrip()))
            return
        # If fake rangefinder distance is required, send it
        if args.fakerangefinder:
            craft.send_distance_message(int(z*100))
        # Send the landing_target message to arducopter
        # NOTE: This sends the current estimated fctime, NOT the time the frame was actually captured.
        # So this does not allow for the CV processing time. This should be sending when the frame is actually captured, before processing.
        nowTime = monotonic_time()
        # If data is less than 250ms since the image shuttr, send the message.
        if nowTime - sensorTimestamp < 250 * 1e+6:
            craft.send_land_message(x, y, z, tracktime.toFcTime(sensorTimestamp) / 1000, id) # Send sensor timestamp adjusted to timesync, in micros
        # Track frame timing to calculate fps, running average over last 10 frames
        end_t = time()
        time_taken = end_t - self.start_t
        self.start_t = end_t
        self.frame_times.append(time_taken)
        self.frame_times = self.frame_times[-10:]
        fps = len(self.frame_times) / sum(self.frame_times)
        log.info("Fctime:{:.0f}:{:.0f}, Fps:{:.2f}, Alt:{}, Rng:{}, Marker:{}, Distance:{}, xOffset:{}, yOffset:{}, processTime:{:.0f}, sensorTime:{:.0f}, send
Download .txt
gitextract__k5kjdkx/

├── .gitignore
├── LICENSE
├── README.md
├── calibration/
│   ├── aruco_calibration_board_a4.yml
│   ├── d435-1280x720.yml
│   ├── d435-640x480.yml
│   ├── ocam5cr-calibration-1280x720.yml
│   ├── ocam5cr-calibration-640x480.alt.yml
│   ├── ocam5cr-calibration-640x480.yml
│   ├── r200-calibration-1280x720.yml
│   ├── r200-calibration-1920x1080.yml
│   ├── r200-calibration-640x480.yml
│   ├── raspicamv1-calibration-1280x720.yml
│   ├── raspicamv1-calibration-640x480.yml
│   ├── raspicamv2-calibration-640x480.yml
│   ├── sj4000-calibration-1280x720.yml
│   └── sj4000-calibration-640x480.yml
├── markers/
│   └── 2x2map.yml
├── src/
│   ├── CMakeLists.txt
│   ├── args.hxx
│   ├── pkQueueTS.hpp
│   └── track_targets.cpp
├── vision_landing
└── vision_landing.service
Download .txt
SYMBOL INDEX (178 symbols across 3 files)

FILE: src/args.hxx
  type args (line 52) | namespace args
    function get (line 61) | auto get(Option &option_) -> decltype(option_.Get())
    function Glyphs (line 74) | std::string::size_type Glyphs(const std::string &string_)
    function Wrap (line 96) | std::vector<std::string> Wrap(const std::string &in, const std::string...
    type Error (line 155) | enum class Error
      method Error (line 171) | Error(const std::string &problem) : std::runtime_error(problem) {}
    class Error (line 168) | class Error : public std::runtime_error
      method Error (line 171) | Error(const std::string &problem) : std::runtime_error(problem) {}
    class UsageError (line 177) | class UsageError : public Error
      method UsageError (line 180) | UsageError(const std::string &problem) : Error(problem) {}
    class ParseError (line 186) | class ParseError : public Error
      method ParseError (line 189) | ParseError(const std::string &problem) : Error(problem) {}
    class ValidationError (line 195) | class ValidationError : public Error
      method ValidationError (line 198) | ValidationError(const std::string &problem) : Error(problem) {}
    class MapError (line 204) | class MapError : public ParseError
      method MapError (line 207) | MapError(const std::string &problem) : ParseError(problem) {}
    class ExtraError (line 213) | class ExtraError : public ParseError
      method ExtraError (line 216) | ExtraError(const std::string &problem) : ParseError(problem) {}
    class Help (line 222) | class Help : public Error
      method Help (line 225) | Help(const std::string &flag) : Error(flag) {}
    type EitherFlag (line 232) | struct EitherFlag
      method EitherFlag (line 237) | EitherFlag(const std::string &flag) : isShort(false), shortFlag(), l...
      method EitherFlag (line 238) | EitherFlag(const char *flag) : isShort(false), shortFlag(), longFlag...
      method EitherFlag (line 239) | EitherFlag(const char flag) : isShort(true), shortFlag(flag), longFl...
      method GetLong (line 243) | static std::unordered_set<std::string> GetLong(std::initializer_list...
      method GetShort (line 258) | static std::unordered_set<char> GetShort(std::initializer_list<Eithe...
    class Matcher (line 280) | class Matcher
      method Matcher (line 292) | Matcher(ShortIt shortFlagsStart, ShortIt shortFlagsEnd, LongIt longF...
      method Matcher (line 302) | Matcher(Short &&shortIn, Long &&longIn) :
      method Matcher (line 318) | Matcher(std::initializer_list<EitherFlag> in) :
      method Matcher (line 321) | Matcher(Matcher &&other) : shortFlags(std::move(other.shortFlags)), ...
      method Match (line 328) | bool Match(const char flag) const
      method Match (line 335) | bool Match(const std::string &flag) const
      method GetFlagStrings (line 342) | std::vector<std::string> GetFlagStrings(const std::string &shortPref...
      method GetFlagStrings (line 359) | std::vector<std::string> GetFlagStrings(const std::string &shortPref...
    class Base (line 378) | class Base
      method Base (line 389) | Base(const std::string &help_) : matched(false), help(help_) {}
      method Matched (line 392) | virtual bool Matched() const noexcept
      method GetDescription (line 402) | virtual std::tuple<std::string, std::string> GetDescription(const st...
      method Reset (line 409) | virtual void Reset() noexcept
      method Error (line 419) | virtual Error GetError() const
    class NamedBase (line 428) | class NamedBase : public Base
      method NamedBase (line 435) | NamedBase(const std::string &name_, const std::string &help_) : Base...
      method GetDescription (line 438) | virtual std::tuple<std::string, std::string> GetDescription(const st...
      method Name (line 445) | virtual std::string Name() const
      method KickOut (line 451) | void KickOut(bool kickout_) noexcept
      method KickOut (line 457) | bool KickOut() const noexcept
    class FlagBase (line 465) | class FlagBase : public NamedBase
      method FlagBase (line 474) | FlagBase(const std::string &name_, const std::string &help_, Matcher...
      method FlagBase (line 478) | virtual FlagBase *Match(const std::string &flag)
      method FlagBase (line 498) | virtual FlagBase *Match(const char flag)
      method GetDescription (line 518) | virtual std::tuple<std::string, std::string> GetDescription(const st...
    class ValueFlagBase (line 539) | class ValueFlagBase : public FlagBase
      method ValueFlagBase (line 542) | ValueFlagBase(const std::string &name_, const std::string &help_, Ma...
      method GetDescription (line 546) | virtual std::tuple<std::string, std::string> GetDescription(const st...
    class PositionalBase (line 567) | class PositionalBase : public NamedBase
      method PositionalBase (line 573) | PositionalBase(const std::string &name_, const std::string &help_) :...
      method Ready (line 576) | bool Ready()
      method Reset (line 583) | virtual void Reset() noexcept override
    class Group (line 595) | class Group : public Base
      type Validators (line 604) | struct Validators
        method Xor (line 606) | static bool Xor(const Group &group)
        method AtLeastOne (line 611) | static bool AtLeastOne(const Group &group)
        method AtMostOne (line 616) | static bool AtMostOne(const Group &group)
        method All (line 621) | static bool All(const Group &group)
        method AllOrNone (line 626) | static bool AllOrNone(const Group &group)
        method AllChildGroups (line 631) | static bool AllChildGroups(const Group &group)
        method DontCare (line 638) | static bool DontCare(const Group &group)
        method CareTooMuch (line 643) | static bool CareTooMuch(const Group &group)
        method None (line 648) | static bool None(const Group &group)
      method Group (line 654) | Group(const std::string &help_ = std::string(), const std::function<...
      method Group (line 656) | Group(Group &group_, const std::string &help_ = std::string(), const...
      method FlagBase (line 668) | FlagBase *Match(const T &flag)
      method PositionalBase (line 693) | PositionalBase *GetNextPositional()
      method HasFlag (line 715) | bool HasFlag() const
      method Add (line 736) | void Add(Base &child)
      method MatchedChildren (line 750) | std::vector<Base *>::size_type MatchedChildren() const
      method Matched (line 757) | virtual bool Matched() const noexcept override
      method Get (line 764) | bool Get() const
      method GetChildDescriptions (line 771) | std::vector<std::tuple<std::string, std::string, unsigned int>> GetC...
      method GetPosNames (line 801) | std::vector<std::string> GetPosNames() const
      method Reset (line 821) | virtual void Reset() noexcept override
      method Error (line 834) | virtual Error GetError() const override
    class ArgumentParser (line 856) | class ArgumentParser : public Group
      type HelpParams (line 879) | struct HelpParams
      method ArgumentParser (line 919) | ArgumentParser(const std::string &description_, const std::string &e...
      method Prog (line 938) | void Prog(const std::string &prog_)
      method ProglinePostfix (line 947) | void ProglinePostfix(const std::string &proglinePostfix_)
      method Description (line 956) | void Description(const std::string &description_)
      method Epilog (line 965) | void Epilog(const std::string &epilog_)
      method LongPrefix (line 974) | void LongPrefix(const std::string &longprefix_)
      method ShortPrefix (line 983) | void ShortPrefix(const std::string &shortprefix_)
      method LongSeparator (line 992) | void LongSeparator(const std::string &longseparator_)
      method Terminator (line 1013) | void Terminator(const std::string &terminator_)
      method GetArgumentSeparations (line 1020) | void GetArgumentSeparations(
      method SetArgumentSeparations (line 1039) | void SetArgumentSeparations(
      method Help (line 1053) | void Help(std::ostream &help) const
      method Help (line 1154) | std::string Help() const
      method It (line 1168) | It ParseArgs(It begin, It end)
      method ParseArgs (line 1392) | auto ParseArgs(const T &args) -> decltype(std::begin(args))
      method ParseCLI (line 1403) | bool ParseCLI(const int argc, const char * const * argv)
    class Flag (line 1422) | class Flag : public FlagBase
      method Flag (line 1425) | Flag(Group &group_, const std::string &name_, const std::string &hel...
      method Get (line 1434) | bool Get() const
    class HelpFlag (line 1444) | class HelpFlag : public Flag
      method HelpFlag (line 1447) | HelpFlag(Group &group_, const std::string &name_, const std::string ...
      method FlagBase (line 1451) | virtual FlagBase *Match(const std::string &arg) override
      method FlagBase (line 1465) | virtual FlagBase *Match(const char arg) override
      method Get (line 1481) | bool Get() const noexcept
    class CounterFlag (line 1489) | class CounterFlag : public Flag
      method CounterFlag (line 1496) | CounterFlag(Group &group_, const std::string &name_, const std::stri...
      method FlagBase (line 1500) | virtual FlagBase *Match(const std::string &arg) override
      method FlagBase (line 1510) | virtual FlagBase *Match(const char arg) override
      method Reset (line 1527) | virtual void Reset() noexcept override
    type ValueReader (line 1540) | struct ValueReader
    type ValueReader<std::string> (line 1567) | struct ValueReader<std::string>
    class ValueFlag (line 1584) | class ValueFlag : public ValueFlagBase
      method ValueFlag (line 1592) | ValueFlag(Group &group_, const std::string &name_, const std::string...
      method ParseValue (line 1599) | virtual void ParseValue(const std::string &value_) override
      method T (line 1613) | T &Get() noexcept
    class ValueFlagList (line 1629) | class ValueFlagList : public ValueFlagBase
      method ValueFlagList (line 1637) | ValueFlagList(Group &group_, const std::string &name_, const std::st...
      method ParseValue (line 1644) | virtual void ParseValue(const std::string &value_) override
      method Name (line 1665) | virtual std::string Name() const override
      method Reset (line 1670) | virtual void Reset() noexcept override
    class MapFlag (line 1689) | class MapFlag : public ValueFlagBase
      method MapFlag (line 1698) | MapFlag(Group &group_, const std::string &name_, const std::string &...
      method ParseValue (line 1705) | virtual void ParseValue(const std::string &value_) override
      method T (line 1734) | T &Get() noexcept
    class MapFlagList (line 1754) | class MapFlagList : public ValueFlagBase
      method MapFlagList (line 1763) | MapFlagList(Group &group_, const std::string &name_, const std::stri...
      method ParseValue (line 1770) | virtual void ParseValue(const std::string &value) override
      method Name (line 1804) | virtual std::string Name() const override
      method Reset (line 1809) | virtual void Reset() noexcept override
    class Positional (line 1824) | class Positional : public PositionalBase
      method Positional (line 1830) | Positional(Group &group_, const std::string &name_, const std::strin...
      method ParseValue (line 1837) | virtual void ParseValue(const std::string &value_) override
      method T (line 1853) | T &Get() noexcept
    class PositionalList (line 1869) | class PositionalList : public PositionalBase
      method PositionalList (line 1876) | PositionalList(Group &group_, const std::string &name_, const std::s...
      method ParseValue (line 1883) | virtual void ParseValue(const std::string &value_) override
      method Name (line 1898) | virtual std::string Name() const override
      method Reset (line 1910) | virtual void Reset() noexcept override
    class MapPositional (line 1929) | class MapPositional : public PositionalBase
      method MapPositional (line 1938) | MapPositional(Group &group_, const std::string &name_, const std::st...
      method ParseValue (line 1945) | virtual void ParseValue(const std::string &value_) override
      method T (line 1976) | T &Get() noexcept
    class MapPositionalList (line 1996) | class MapPositionalList : public PositionalBase
      method MapPositionalList (line 2005) | MapPositionalList(Group &group_, const std::string &name_, const std...
      method ParseValue (line 2012) | virtual void ParseValue(const std::string &value_) override
      method Name (line 2047) | virtual std::string Name() const override
      method Reset (line 2052) | virtual void Reset() noexcept override

FILE: src/pkQueueTS.hpp
  type pkQueueResults (line 65) | enum pkQueueResults
  class MatCapsule_ (line 95) | class MatCapsule_
    method MatCapsule_ (line 112) | MatCapsule_() { }
    method MatCapsule_ (line 123) | MatCapsule_(const MatCapsule_& src)
    method MatCapsule_ (line 134) | MatCapsule_& operator=(const MatCapsule_& src)
  class pkQueueOnPushBase (line 161) | class pkQueueOnPushBase
  class pkQueueTS (line 225) | class pkQueueTS
    method pkQueueTS (line 231) | pkQueueTS():m_onPushHandler(nullptr) {  }
    method pkQueueTS (line 243) | pkQueueTS(pkQueueOnPushBase* onPushHandler)
    method pkQueueResults (line 275) | pkQueueResults Pop(TElement &element, unsigned timeoutMs = 0)
    method Push (line 303) | size_t Push(const TElement &element)
    method Size (line 325) | size_t Size()
    method Empty (line 333) | bool Empty() const

FILE: src/track_targets.cpp
  function handle_sig (line 46) | void handle_sig(int sig)
  function handle_sigusr1 (line 51) | void handle_sigusr1(int sig)
  function handle_sigusr2 (line 56) | void handle_sigusr2(int sig)
  function CLOCK (line 63) | double CLOCK()
  function avgdur (line 73) | double avgdur(double newdur)
  function avgfps (line 78) | double avgfps()
  function drawARLandingCube (line 91) | void drawARLandingCube(cv::Mat &Image, Marker &m, const CameraParameters...
  function drawVectors (line 136) | void drawVectors(Mat &in, Scalar color, int lineWidth, int vOffset, int ...
  function markerHistory (line 145) | int markerHistory(std::map<uint32_t, std::queue<int>> &marker_history_qu...
  function changeActiveMarker (line 160) | void changeActiveMarker(std::map<uint32_t, std::queue<int>> &marker_hist...
  type TimeCapsuleVars (line 177) | struct TimeCapsuleVars
  function incomingThread (line 190) | void incomingThread()
  function outgoingThread (line 227) | void outgoingThread()
  function main (line 257) | int main(int argc, char **argv)
Condensed preview — 24 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (225K chars).
[
  {
    "path": ".gitignore",
    "chars": 115,
    "preview": "CMakeCache.txt\nCMakeFiles/\ncmake_install.cmake\nMakefile\nsrc/install_manifest.txt\ntrack_targets\nvision_landing.conf\n"
  },
  {
    "path": "LICENSE",
    "chars": 35141,
    "preview": "                    GNU GENERAL PUBLIC LICENSE\n                       Version 3, 29 June 2007\n\n Copyright (C) 2007 Free "
  },
  {
    "path": "README.md",
    "chars": 20324,
    "preview": "# vision_landing\n\n_**WARNING: This project is currently discontinued and is of academic interest only. ArduPilot and PX4"
  },
  {
    "path": "calibration/aruco_calibration_board_a4.yml",
    "chars": 2517,
    "preview": "%YAML:1.0\naruco_bc_dict: ARUCO_MIP_36h12\naruco_bc_nmarkers: 20\naruco_bc_mInfoType: 0\naruco_bc_markers:\n   - { id:161, co"
  },
  {
    "path": "calibration/d435-1280x720.yml",
    "chars": 468,
    "preview": "%YAML:1.0\n---\nimage_width: 1280\nimage_height: 720\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data:"
  },
  {
    "path": "calibration/d435-640x480.yml",
    "chars": 388,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: f\n   data: "
  },
  {
    "path": "calibration/ocam5cr-calibration-1280x720.yml",
    "chars": 469,
    "preview": "%YAML:1.0\n---\nimage_width: 1280\nimage_height: 720\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data:"
  },
  {
    "path": "calibration/ocam5cr-calibration-640x480.alt.yml",
    "chars": 466,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data: "
  },
  {
    "path": "calibration/ocam5cr-calibration-640x480.yml",
    "chars": 468,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data: "
  },
  {
    "path": "calibration/r200-calibration-1280x720.yml",
    "chars": 468,
    "preview": "%YAML:1.0\n---\nimage_width: 1280\nimage_height: 720\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data:"
  },
  {
    "path": "calibration/r200-calibration-1920x1080.yml",
    "chars": 467,
    "preview": "%YAML:1.0\n---\nimage_width: 1920\nimage_height: 1080\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data"
  },
  {
    "path": "calibration/r200-calibration-640x480.yml",
    "chars": 467,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data: "
  },
  {
    "path": "calibration/raspicamv1-calibration-1280x720.yml",
    "chars": 467,
    "preview": "%YAML:1.0\n---\nimage_width: 1280\nimage_height: 720\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data:"
  },
  {
    "path": "calibration/raspicamv1-calibration-640x480.yml",
    "chars": 467,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data: "
  },
  {
    "path": "calibration/raspicamv2-calibration-640x480.yml",
    "chars": 465,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data: "
  },
  {
    "path": "calibration/sj4000-calibration-1280x720.yml",
    "chars": 466,
    "preview": "%YAML:1.0\n---\nimage_width: 1280\nimage_height: 720\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data:"
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    "path": "calibration/sj4000-calibration-640x480.yml",
    "chars": 466,
    "preview": "%YAML:1.0\n---\nimage_width: 640\nimage_height: 480\ncamera_matrix: !!opencv-matrix\n   rows: 3\n   cols: 3\n   dt: d\n   data: "
  },
  {
    "path": "markers/2x2map.yml",
    "chars": 565,
    "preview": "%YAML:1.0\n---\naruco_bc_dict: ARUCO_MIP_36h12\naruco_bc_nmarkers: 4\naruco_bc_mInfoType: 0\naruco_bc_markers:\n   - { id:161,"
  },
  {
    "path": "src/CMakeLists.txt",
    "chars": 892,
    "preview": "cmake_minimum_required (VERSION 2.8)\nproject (track_targets)\nfind_package(aruco REQUIRED )\nfind_package(OpenCV REQUIRED)"
  },
  {
    "path": "src/args.hxx",
    "chars": 73762,
    "preview": "/* Copyright (c) 2016 Taylor C. Richberger <taywee@gmx.com>\n * \n * Permission is hereby granted, free of charge, to any "
  },
  {
    "path": "src/pkQueueTS.hpp",
    "chars": 13495,
    "preview": "/**************************************************************************************\r\n*\r\n* IMPORTANT: READ BEFORE DOW"
  },
  {
    "path": "src/track_targets.cpp",
    "chars": 29577,
    "preview": "/**\ntrack_targets\nhttps://github.com/fnoop/vision_landing\n\nThis program uses opencv and aruco to detect fiducial markers"
  },
  {
    "path": "vision_landing",
    "chars": 34916,
    "preview": "#!/usr/bin/env python2\n# -*- coding: utf-8 -*-\n\n# vision_landing\n# https://github.com/fnoop/vision_landing\n#\n# This pyth"
  },
  {
    "path": "vision_landing.service",
    "chars": 159,
    "preview": "[Unit]\nDescription=Vision Landing System\n\n[Service]\nExecStart=/usr/local/vision_landing/vision_landing\nTimeoutStartSec=0"
  }
]

About this extraction

This page contains the full source code of the goodrobots/vision_landing GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 24 files (212.4 KB), approximately 49.9k tokens, and a symbol index with 178 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.

Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.

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