Full Code of ethz-asl/hierarchical_loc for AI

Repository: ethz-asl/hierarchical_loc
Branch: master
Commit: 3c9e32e9e01e
Files: 78
Total size: 248.4 MB

Directory structure:
gitextract_gqab9l_y/

├── .flake8
├── .gitattributes
├── .gitignore
├── .gitmodules
├── LICENSE
├── README.md
├── global-loc/
│   ├── CMakeLists.txt
│   ├── app/
│   │   ├── build-index.cc
│   │   └── time-query.cc
│   ├── data/
│   │   ├── images/
│   │   │   └── euroc_sample.pgm
│   │   ├── lindenhof_afternoon_aligned_mobilenet-d0.35.pb
│   │   ├── lindenhof_afternoon_aligned_netvlad.pb
│   │   ├── lindenhof_afternoon_aligned_resnet-pool.pb
│   │   ├── lindenhof_wet_aligned_mobilenet-d0.35.pb
│   │   ├── lindenhof_wet_aligned_netvlad.pb
│   │   └── lindenhof_wet_aligned_resnet-pool.pb
│   ├── include/
│   │   └── global-loc/
│   │       ├── kd-tree-index.h
│   │       ├── pca-reduction.h
│   │       ├── place-retrieval.h
│   │       └── tensorflow-net.h
│   ├── models/
│   │   └── mobilenetvlad_depth-0.35/
│   │       ├── saved_model.pb
│   │       └── variables/
│   │           ├── variables.data-00000-of-00001
│   │           └── variables.index
│   ├── package.xml
│   ├── proto/
│   │   └── global-loc/
│   │       └── descriptor_index.proto
│   ├── src/
│   │   └── place-retrieval.cc
│   └── test/
│       ├── test_build_index.cc
│       ├── test_inference.cc
│       ├── test_opencv.cc
│       ├── test_query_index.cc
│       └── test_tensorflow.cc
├── notebooks/
│   ├── generate_proto_py.sh
│   ├── nclt_evaluation.ipynb
│   ├── nclt_generate_poses.ipynb
│   ├── nclt_generate_triplets.ipynb
│   ├── nclt_visualize_preprocessing.ipynb
│   ├── nclt_visualize_retrieval.ipynb
│   ├── tango_evaluation.ipynb
│   ├── tango_visualize_retrieval.ipynb
│   └── utils.py
└── retrievalnet/
    ├── downloading/
    │   └── download_google_landmarks.py
    ├── makefile
    ├── requirements.txt
    ├── retrievalnet/
    │   ├── __init__.py
    │   ├── configs/
    │   │   ├── delf_train_triplets.yaml
    │   │   ├── mobilenetvlad_export_nclt.yaml
    │   │   ├── mobilenetvlad_train_distill.yaml
    │   │   ├── netvlad_export_distill.yaml
    │   │   ├── netvlad_export_nclt.yaml
    │   │   ├── netvlad_train_triplets.yaml
    │   │   └── resnet_export_nclt.yaml
    │   ├── datasets/
    │   │   ├── __init__.py
    │   │   ├── base_dataset.py
    │   │   ├── descriptor_distillation.py
    │   │   └── nclt.py
    │   ├── evaluation.py
    │   ├── export_descriptors.py
    │   ├── export_model.py
    │   ├── models/
    │   │   ├── __init__.py
    │   │   ├── backbones/
    │   │   │   ├── mobilenet_v2.py
    │   │   │   ├── resnet_v1.py
    │   │   │   └── utils/
    │   │   │       ├── __init__.py
    │   │   │       ├── conv_blocks.py
    │   │   │       ├── mobilenet.py
    │   │   │       └── resnet_utils.py
    │   │   ├── base_model.py
    │   │   ├── delf.py
    │   │   ├── delf_triplets.py
    │   │   ├── layers.py
    │   │   ├── mobilenetvlad.py
    │   │   ├── netvlad_original.py
    │   │   └── netvlad_triplets.py
    │   ├── train.py
    │   └── utils/
    │       ├── __init__.py
    │       ├── stdout_capturing.py
    │       └── tools.py
    ├── setup.py
    └── setup.sh

================================================
FILE CONTENTS
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================================================
FILE: .flake8
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[flake8]
max-line-length=89


================================================
FILE: .gitattributes
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notebooks/* linguist-documentation


================================================
FILE: .gitignore
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env/
__pycache__/
*.egg-info/
settings.py
.ipynb_checkpoints/


================================================
FILE: .gitmodules
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[submodule "catkin_dependencies/tensorflow_catkin"]
	path = catkin_dependencies/tensorflow_catkin
	url = https://github.com/ethz-asl/tensorflow_catkin
[submodule "catkin_dependencies/protobuf_catkin"]
	path = catkin_dependencies/protobuf_catkin
	url = https://github.com/Skydes/protobuf_catkin
	branch = tensorflow_compatible
[submodule "catkin_dependencies/eigen_catkin"]
	path = catkin_dependencies/eigen_catkin
	url = https://github.com/Skydes/eigen_catkin
	branch = tensorflow-compatible
[submodule "catkin_dependencies/maplab"]
	path = catkin_dependencies/maplab
	url = https://github.com/ethz-asl/maplab
	branch = pre_release_public/july-2018
[submodule "catkin_dependencies/maplab_dependencies"]
	path = catkin_dependencies/maplab_dependencies
	url = https://github.com/ethz-asl/maplab_dependencies
	branch = pre_release_public/july-2018


================================================
FILE: LICENSE
================================================
BSD 3-Clause License

Copyright (c) 2018, Autonomous Systems Lab
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* 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.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "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 COPYRIGHT HOLDER OR CONTRIBUTORS 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.


================================================
FILE: README.md
================================================
# Hierarchical Localization

:warning: :warning: **For a clean and research-friendly implementation of Hierarchical Localization, please refer to our CVPR 2019 paper at [ethz-asl/hfnet](https://github.com/ethz-asl/hfnet).** :warning: :warning:

This repository contains the training and deployment code used in our paper *[Leveraging Deep Visual Descriptors for Hierarchical Efficient Localization](https://arxiv.org/abs/1809.01019)* presented at [CoRL 2018](http://www.robot-learning.org/). This work introduces **MobileNetVLAD**, a mobile-friendly image retrieval deep neural network that significantly improves the performance of classical 6-DoF visual localization through a hierarchical search.

<p align="center">
    <a href="https://www.youtube.com/watch?v=8cg697oLUtg" target="_blank">
        <img src="doc/video_thumbnail.png" width="60%" style="opacity:0.5; border:1px solid black"/>
        <br /><em>The approach is described in details in our video (click to play).</em>
    </a>
</p>

##

We introduce here two main features:
- The deployment code of MobileNetVLAD: `global-loc`, a C++ ROS/Catkin package that can 
  - load any trained image retrieval model,
  - efficiently perform the inference on GPU or CPU,
  - index a given map and save it as a protobuf,
  - and retrieve keyframes given a query image;
- The training code: `retrievalnet`, a modular Python+Tensorflow package that allows to 
  - train the model on any target image domain,
  - using the supervision of any existing teacher network.

The modularity of our system allows to train a model and index a map on a powerful workstation while performing the retrieval on a mobile platform. Our code has thus been extensively tested on an NVIDIA Jetson TX2, widely used for robotics research.

<p align="center">
    <a href="https://nbviewer.jupyter.org/github/ethz-asl/hierarchical_loc/blob/master/notebooks/tango_visualize_retrieval.ipynb">
        <img src="doc/zurich_query_1.png" width="70%"/>
        <img src="doc/zurich_query_2.png" width="70%"/>
    </a>
    <br /><em>Retrieval on our Zurich dataset: strong illumination and viewpoint changes.</em>
</p>


## Deployment

The package relies on map primitives provided by [maplab](https://github.com/ethz-asl/maplab), but can be easily adapted to other SLAM frameworks. We thus do not release the code performing the local matching. The trained MobileNetVLAD is provided in `global-loc/models/` and is loaded using [tensorflow_catkin](https://github.com/ethz-asl/tensorflow_catkin).

### Installation
Both Ubuntu 14.04 and 16.04 are supported. First install the [system packages](https://github.com/ethz-asl/maplab/wiki/Installation-Ubuntu#install-required-system-packages) required by maplab.

Then setup the Catkin workspace:
```bash
export ROS_VERSION=kinetic #(Ubuntu 16.04: kinetic, Ubuntu 14.04: indigo)
export CATKIN_WS=~/maplab_ws
mkdir -p $CATKIN_WS/src
cd $CATKIN_WS
catkin init
catkin config --merge-devel # Necessary for catkin_tools >= 0.4.
catkin config --extend /opt/ros/$ROS_VERSION
catkin config --cmake-args \
	-DCMAKE_BUILD_TYPE=Release \
	-DENABLE_TIMING=1 \
	-DENABLE_STATISTICS=1 \
	-DCMAKE_CXX_FLAGS="-fext-numeric-literals -msse3 -msse4.1 -msse4.2" \
	-DCMAKE_CXX_STANDARD=14
cd src
```
If you want to perform the inference on GPU (see the requirements of [tensorflow_catkin](https://github.com/ethz-asl/tensorflow_catkin)), add:
```bash
catkin config --append-args --cmake-args -DUSE_GPU=ON
```
Finally clone the repository and build:
```bash
git clone https://github.com/ethz-asl/hierarchical_loc.git --recursive
touch hierarchical_loc/catkin_dependencies/maplab_dependencies/3rd_party/eigen_catkin/CATKIN_IGNORE
touch hierarchical_loc/catkin_dependencies/maplab_dependencies/3rd_party/protobuf_catkin/CATKIN_IGNORE
cd $CATKIN_WS && catkin build global_loc
```
Run the test examples:
```bash
./devel/lib/global_loc/test_inference
./devel/lib/global_loc/test_query_index
```

### Indexing
Given a VI map in `global-loc/maps/`, an index of global descriptors can be created in `global-loc/data/`:
```bash
./devel/lib/global_loc/build_index \
	--map_name <map_name> \
	--model_name mobilenetvlad_depth-0.35 \
	--proto_name <index_name.pb>
```
As an example, we provide the [Zurich map](https://github.com/ethz-asl/hierarchical_loc/releases/download/1.0/lindenhof_afternoon-wet_aligned.tar.gz) used in our paper. Several indexing options are available in [place-retrieval.cc](global-loc/src/place-retrieval.cc), such as subsampling or mission selection.

### Retrieval
An example of query is provided in [test_query_index.cc](global-loc/test/test_query_index.cc). Descriptor indexes for the Zurich dataset are included in `global-loc/data/` and can be used to time the queries:
```bash
./devel/lib/global_loc/time_query \
	--map_name <map_name> \
	--model_name mobilenetvlad_depth-0.35 \
	--proto_name lindenhof_afternoon_aligned_mobilenet-d0.35.pb \
	--query_mission f6837cac0168580aa8a66be7bbb20805 \
	--use_pca --pca_dims 512 --max_num_queries 100
```

Use the same indexes to evaluate and visualize the retrieval: install [retrievalnet](#training), generate the [Python protobuf interface](notebooks/generate_proto_py.sh), and refer to [tango_evaluation.ipynb](https://nbviewer.jupyter.org/github/ethz-asl/hierarchical_loc/blob/master/notebooks/tango_evaluation.ipynb) and [tango_visualize_retrieval.ipynb](https://nbviewer.jupyter.org/github/ethz-asl/hierarchical_loc/blob/master/notebooks/tango_visualize_retrieval.ipynb).

## Training

We use distillation to compress the original NetVLAD model into a smaller MobileNetVLAD with mobile real-time inference capability.
<p align="center">
	<img src="doc/training_process.png" width="70%"/>
</p>


### Installation

Python 3.5 is required. It is advised to run the following installation commands within a virtual environment. You will be prompted to provide the path to a data folder (subsequently referred as `$DATA_PATH`) containing the datasets and pre-trained models and to an experiment folder (`$EXPER_PATH`) containing the trained models, training logs, and exported descriptors for evaluation.
```
cd retrievalnet && make install
```

### Exporting the target descriptors

If you wish to train MobileNetVLAD on the Google Landmarks dataset as done in our paper, you first need to download [the index of images](https://github.com/ethz-asl/hierarchical_loc/releases/download/1.0/google_landmarks_index.csv) and then download the dataset itself with [download_google_landmarks.py](retrievalnet/downloading/download_google_landmarks.py). The [weights of the original NetVLAD model](http://rpg.ifi.uzh.ch/datasets/netvlad/vd16_pitts30k_conv5_3_vlad_preL2_intra_white.zip) are provided by [netvlad_tf_open](https://github.com/uzh-rpg/netvlad_tf_open) and should be extracted in `$DATA_PATH/weights/`.

Finally export the descriptors of Google Landmarks:
```
python export_descriptors.py config/netvlad_export_distill.yaml google_landmarks/descriptors --as_dataset
```

### Training MobileNetVLAD

Extract the MobileNet encoder [pre-trained on ImageNet](https://storage.googleapis.com/mobilenet_v2/checkpoints/mobilenet_v2_0.35_224.tgz) in `$DATA_PATH/weights/` and run:
```bash
python train.py config/mobilenetvlad_train_distill.yaml mobilenetvlad
```
The training can be interrupted at any time using `Ctrl+C` and can be monitored with Tensorboard summaries saved in `$EXPER_PATH/mobilenetvlad/`. The weights are also saved there.

### Exporting the model for deployment
```bash
python export_model.py config/mobilenetvlad_train_distill.yaml mobilenetvlad
```
will export the model in `$EXPER_PATH/saved_models/mobilenetvlad/`.

### Evaluating on the NCLT dataset

Download the [NCLT sequences](http://robots.engin.umich.edu/nclt/) in `$DATA_PATH/nclt/` along with the corresponding [pose files](https://github.com/ethz-asl/hierarchical_loc/releases/download/1.0/nclt_poses.zip) (generated with [nclt_generate_poses.ipynb](notebooks/nclt_generate_poses.ipynb)). Export the NCLT descriptors, e.g. for MobileNetVLAD:
```bash
python export_descriptors.py configs/mobilenetvlad_export_nclt.yaml mobilenetvlad
```
These can be used to evaluate and visualize the retrieval (see [nclt_evaluation.ipynb](https://nbviewer.jupyter.org/github/ethz-asl/hierarchical_loc/blob/master/notebooks/nclt_evaluation.ipynb) and [nclt_visualize_retrieval.ipynb](https://nbviewer.jupyter.org/github/ethz-asl/hierarchical_loc/blob/master/notebooks/nclt_visualize_retrieval.ipynb)).

## Citation
Please consider citing the corresponding publication if you use this work in an academic context:
```
@inproceedings{sarlin2018leveraging,
  title={Leveraging Deep Visual Descriptors for Hierarchical Efficient Localization},
  author={Sarlin, Paul-Edouard and Debraine, Frederic and Dymczyk, Marcin and Siegwart, Roland and Cadena, Cesar},
  booktitle={Conference on Robot Learning (CoRL)},
  year={2018}
}
```


================================================
FILE: global-loc/CMakeLists.txt
================================================
cmake_minimum_required(VERSION 2.8)
project(global_loc)

find_package(catkin_simple REQUIRED)
catkin_simple()

set(SOURCES
  src/place-retrieval.cc
)

# Protobufs
set(PROTO_DEFNS proto/global-loc/descriptor_index.proto)
PROTOBUF_CATKIN_GENERATE_CPP2("proto" PROTO_SRCS PROTO_HDRS ${PROTO_DEFNS})
cs_add_library(${PROJECT_NAME} ${SOURCES} ${PROTO_SRCS} ${PROTO_HDRS})

# Preprocessor macros
add_definitions(-DDATA_ROOT_PATH="${CMAKE_SOURCE_DIR}/data/")
add_definitions(-DMODEL_ROOT_PATH="${CMAKE_SOURCE_DIR}/models/")
add_definitions(-DMAP_ROOT_PATH="${CMAKE_SOURCE_DIR}/maps/")

# Executables
cs_add_executable(build_index app/build-index.cc)
target_link_libraries(build_index ${PROJECT_NAME})
cs_add_executable(time_query app/time-query.cc)
target_link_libraries(time_query ${PROJECT_NAME})

# Test files
cs_add_executable(test_opencv test/test_opencv.cc)
cs_add_executable(test_tensorflow test/test_tensorflow.cc)
cs_add_executable(test_inference test/test_inference.cc)
cs_add_executable(test_build_index test/test_build_index.cc)
target_link_libraries(test_build_index ${PROJECT_NAME})
cs_add_executable(test_query_index test/test_query_index.cc)
target_link_libraries(test_query_index ${PROJECT_NAME})

cs_install()
cs_export()


================================================
FILE: global-loc/app/build-index.cc
================================================
#include <iostream>
#include <fstream>
#include <string>

#include <glog/logging.h>
#include <gflags/gflags.h>
#include <vi-map/vi-map.h>

#include "global-loc/descriptor_index.pb.h"
#include "global-loc/place-retrieval.h"

using namespace std;

DEFINE_string(map_name, "", "Name to the map in `maps/`.");
DEFINE_string(model_name, "", "Name of the Tensorflow model in `models/`.");
DEFINE_string(proto_name, "", "Name of the index protobuf in `data/`.");

int main(int argc, char** argv) {
    google::InitGoogleLogging(argv[0]);
    google::ParseCommandLineFlags(&argc, &argv, true);
    google::InstallFailureSignalHandler();
    FLAGS_alsologtostderr = true;
    FLAGS_colorlogtostderr = true;

    CHECK(!FLAGS_map_name.empty());
    CHECK(!FLAGS_model_name.empty());
    CHECK(!FLAGS_proto_name.empty());

    string map_path = string(MAP_ROOT_PATH) + FLAGS_map_name;
    string model_path = string(MODEL_ROOT_PATH) + FLAGS_model_name;
    string proto_path = string(DATA_ROOT_PATH) + FLAGS_proto_name;

    vi_map::VIMap map;
    CHECK(map.loadFromFolder(map_path)) << "Loading of the vi-map failed.";

    global_loc::proto::DescriptorIndex proto_index;
    proto_index.set_model_name(FLAGS_model_name);
    proto_index.set_data_name(FLAGS_map_name);

    PlaceRetrieval retrieval(model_path);
    retrieval.BuildIndexFromMap(map, &proto_index);

    fstream output(proto_path, ios::out | ios::trunc | ios::binary);
    CHECK(proto_index.SerializeToOstream(&output));
}


================================================
FILE: global-loc/app/time-query.cc
================================================
#include <iostream>
#include <fstream>
#include <string>

#include <glog/logging.h>

#include <vi-map/unique-id.h>
#include <aslam/common/timer.h>
#include <maplab-common/progress-bar.h>
#include <map-resources/resource-common.h>

#include "global-loc/descriptor_index.pb.h"
#include "global-loc/place-retrieval.h"

using namespace std;

DEFINE_string(map_name, "", "Name to the map in `maps/`.");
DEFINE_string(model_name, "", "Name of the Tensorflow model in `models/`.");
DEFINE_string(proto_name, "", "Name of the index protobuf in `data/`.");
DEFINE_string(query_mission, "f6837cac0168580aa8a66be7bbb20805", "");
DEFINE_uint64(max_num_queries, 0, "");

int main(int argc, char** argv) {
    google::InitGoogleLogging(argv[0]);
    google::ParseCommandLineFlags(&argc, &argv, true);
    google::InstallFailureSignalHandler();
    FLAGS_alsologtostderr = true;
    FLAGS_colorlogtostderr = true;

    CHECK(!FLAGS_map_name.empty());
    CHECK(!FLAGS_model_name.empty());
    CHECK(!FLAGS_proto_name.empty());

    string query_map_path = string(MAP_ROOT_PATH) + FLAGS_map_name;
    string model_path = string(MODEL_ROOT_PATH) + FLAGS_model_name;
    string index_path = string(DATA_ROOT_PATH) + FLAGS_proto_name;

    PlaceRetrieval retrieval(model_path);

    // Load index
    global_loc::proto::DescriptorIndex proto_index;
    fstream input(index_path, ios::in | ios::binary);
    CHECK(proto_index.ParseFromIstream(&input));
    CHECK_EQ(FLAGS_model_name, proto_index.model_name());
    retrieval.LoadIndex(proto_index);

    // Load query map
    vi_map::VIMap map;
    CHECK(map.loadFromFolder(query_map_path)) << "Loading of the vi-map failed.";
    vi_map::MissionId query_mission;
    map.ensureMissionIdValid(FLAGS_query_mission, &query_mission);
    CHECK(query_mission.isValid());

    // Get query vertices
    pose_graph::VertexIdList vertex_ids;
    map.getAllVertexIdsInMissionAlongGraph(query_mission, &vertex_ids);
    CHECK(!vertex_ids.empty());
    if (FLAGS_max_num_queries > 0) {
        CHECK_LE(FLAGS_max_num_queries, vertex_ids.size());
        vertex_ids.resize(FLAGS_max_num_queries);
    }

    unsigned num_queries = 0, num_retrieved = 0;
    common::ProgressBar progress_bar(vertex_ids.size());
    for (const pose_graph::VertexId& vertex_id: vertex_ids) {
        progress_bar.increment();

        const vi_map::Vertex& vertex = map.getVertex(vertex_id);
        if(!vertex.numFrames())
            continue;
        unsigned frame_index = 0;
        backend::ResourceIdSet resource_ids;
        vertex.getFrameResourceIdsOfType(
                frame_index, backend::ResourceType::kRawImage, &resource_ids);
        if(!resource_ids.size())
            continue;
        cv::Mat image;
        CHECK(map.getRawImage(vertex, frame_index, &image));

        vi_map::VisualFrameIdentifierList retrieved_frames;
        retrieval.RetrieveNearestNeighbors(image, 20, 1, &retrieved_frames);

        ++num_queries;
        num_retrieved += retrieved_frames.size();
    }

    LOG(INFO) << "Average num of retrieved: "
        << static_cast<float>(num_retrieved) / num_queries;
    timing::Timing::Print(cout);
}


================================================
FILE: global-loc/data/images/euroc_sample.pgm
================================================
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