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Repository: VividLe/BackTAL
Branch: main
Commit: 17161fcdfbc3
Files: 25
Total size: 19.0 MB
Directory structure:
gitextract_7c59yzpa/
├── README.md
├── data/
│ └── THUMOS14/
│ └── human_anns/
│ ├── THUMOS14_Background-Click-Annotation_A1.txt
│ ├── THUMOS14_Background-Click-Annotation_A2.txt
│ └── THUMOS14_Background-Click-Annotation_A3.txt
├── environment.yaml
├── experiments/
│ ├── ActivityNet1.2.yaml
│ ├── HACS.yaml
│ └── THUMOS14.yaml
├── lib/
│ ├── Evaluation/
│ │ └── ActivityNet/
│ │ ├── eval_detection.py
│ │ └── utils.py
│ ├── config/
│ │ └── default.py
│ ├── core/
│ │ ├── functions.py
│ │ └── train_eval.py
│ ├── criterion/
│ │ └── loss.py
│ ├── dataset/
│ │ ├── dataset.py
│ │ ├── materials_ActivityNet1.2/
│ │ │ └── activity_net.v1-2.min.json
│ │ ├── materials_HACS/
│ │ │ └── HACS_segments_v1.1.1.json
│ │ └── materials_THUMOS14/
│ │ └── gt_thumos14.json
│ ├── models/
│ │ └── network.py
│ ├── post_process/
│ │ ├── functions.py
│ │ └── nms.py
│ └── utils/
│ └── utils.py
└── tools/
├── _init_paths.py
├── eval.py
└── train.py
================================================
FILE CONTENTS
================================================
================================================
FILE: README.md
================================================
# Background-Click Supervision for Temporal Action Localization
This repository is the official implementation of BackTAL. In this work, we convert existing action-click supervision to the background-click supervision and develop a novel method, called BackTAL. Paper from [arXiv](https://arxiv.org/abs/2111.12449) or [IEEE](https://ieeexplore.ieee.org/document/9633199).
## Requirements
To install requirements:
```setup
conda env create -f environment.yaml
```
## Data Preparation
### Download
Download pre-extracted I3D features of Thumos14, ActivityNet1.2 and HACS dataset from [BaiduYun](https://pan.baidu.com/s/1bh0Vj5zh3GFhWBKWjklepA) with code ```back```.
Please ensure the data structure is as below
~~~~
├── data
└── Thumos14
├── val
├── video_validation_0000051.npz
├── video_validation_0000052.npz
└── ...
└── test
├── video_test_0000004.npz
├── video_test_0000006.npz
└── ...
└── ActivityNet1.2
├── training
├── v___dXUJsj3yo.npz
├── v___wPHayoMgw.npz
└── ...
└── validation
├── v__3I4nm2zF5Y.npz
├── v__8KsVaJLOYI.npz
└── ...
└── HACS
├── training
├── v_0095rqic1n8.npz
├── v_62VWugDz1MY.npz
└── ...
└── validation
├── v_008gY2B8Pf4.npz
├── v_00BcXeG1gC0.npz
└── ...
~~~~
### Background-Click Annotations
The raw annotations of THUMOS14 dataset are under directory './data/THUMOS14/human_anns'.
## Evaluation
### Pre-trained Models
You can download checkpoints for Thumos14, ActivityNet1.2 and HACS dataset from [BaiduYun](https://pan.baidu.com/s/19at079XNqu0PWc17YrN3Pw) with code ```back```. These models are trained on Thumos14, ActivityNet1.2 or HACS using the configuration file under the directory "./experiments/". Please put these checkpoints under directory "./checkpoints".
### Evaluation
Before running the code, please activate the conda environment.
To evaluate BackTAL model on Thumos14, run:
```eval
cd ./tools
python eval.py -dataset THUMOS14 -weight_file ../checkpoints/THUMOS14.pth
```
To evaluate BackTAL model on ActivityNet1.2, run:
```eval
cd ./tools
python eval.py -dataset ActivityNet1.2 -weight_file ../checkpoints/ActivityNet1.2.pth
```
To evaluate BackTAL model on HACS, run:
```eval
cd ./tools
python eval.py -dataset HACS -weight_file ../checkpoints/HACS.pth
```
### Results
Our model achieves the following performance:
### [THUMOS14](https://www.crcv.ucf.edu/THUMOS14/home.html)
| threshold | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 |
| --------- | ---- | ---- | ---- | ---- | ---- |
| mAP | 54.4 | 45.5 | 36.3 | 26.2 | 14.8 |
### [ActivityNet v1.2](http://activity-net.org/)
| threshold | average-mAP | 0.50 | 0.75 | 0.95 |
| --------- | ----------- | ---- | ---- | ---- |
| mAP | 27.0 | 41.5 | 27.3 | 4.7 |
### [HACS](http://hacs.csail.mit.edu/)
| threshold | average-mAP | 0.50 | 0.75 | 0.95 |
| --------- | ----------- | ---- | ---- | ---- |
| mAP | 20.0 | 31.5 | 19.5 | 4.7 |
## Training
To train the BackTAL model on THUMOS14 dataset, please run this command:
```train
cd ./tools
python train.py -dataset THUMOS14
```
To train the BackTAL model on ActivityNet v1.2 dataset, please run this command:
```train
cd ./tools
python train.py -dataset ActivityNet1.2
```
To train the BackTAL model on HACS dataset, please run this command:
```train
cd ./tools
python train.py -dataset HACS
```
## Citing BackTAL
```
@article{yang2021background,
title={Background-Click Supervision for Temporal Action Localization},
author={Yang, Le and Han, Junwei and Zhao, Tao and Lin, Tianwei and Zhang, Dingwen and Chen, Jianxin},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
year={2021},
publisher={IEEE}
}
```
## Contact
For any discussions, please contact [nwpuyangle@gmail.com](mailto:nwpuyangle@gmail.com).
================================================
FILE: data/THUMOS14/human_anns/THUMOS14_Background-Click-Annotation_A1.txt
================================================
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video_validation_0000935,video_vali
gitextract_7c59yzpa/
├── README.md
├── data/
│ └── THUMOS14/
│ └── human_anns/
│ ├── THUMOS14_Background-Click-Annotation_A1.txt
│ ├── THUMOS14_Background-Click-Annotation_A2.txt
│ └── THUMOS14_Background-Click-Annotation_A3.txt
├── environment.yaml
├── experiments/
│ ├── ActivityNet1.2.yaml
│ ├── HACS.yaml
│ └── THUMOS14.yaml
├── lib/
│ ├── Evaluation/
│ │ └── ActivityNet/
│ │ ├── eval_detection.py
│ │ └── utils.py
│ ├── config/
│ │ └── default.py
│ ├── core/
│ │ ├── functions.py
│ │ └── train_eval.py
│ ├── criterion/
│ │ └── loss.py
│ ├── dataset/
│ │ ├── dataset.py
│ │ ├── materials_ActivityNet1.2/
│ │ │ └── activity_net.v1-2.min.json
│ │ ├── materials_HACS/
│ │ │ └── HACS_segments_v1.1.1.json
│ │ └── materials_THUMOS14/
│ │ └── gt_thumos14.json
│ ├── models/
│ │ └── network.py
│ ├── post_process/
│ │ ├── functions.py
│ │ └── nms.py
│ └── utils/
│ └── utils.py
└── tools/
├── _init_paths.py
├── eval.py
└── train.py
SYMBOL INDEX (75 symbols across 14 files)
FILE: lib/Evaluation/ActivityNet/eval_detection.py
class ANETdetection (line 20) | class ANETdetection(object):
method __init__ (line 24) | def __init__(self, ground_truth_filename=None, prediction_filename=None,
method _import_ground_truth (line 61) | def _import_ground_truth(self, ground_truth_filename):
method _import_prediction (line 108) | def _import_prediction(self, prediction_filename):
method _get_predictions_with_label (line 148) | def _get_predictions_with_label(self, prediction_by_label, label_name,...
method wrapper_compute_average_precision (line 159) | def wrapper_compute_average_precision(self):
method evaluate (line 180) | def evaluate(self):
function compute_average_precision_detection (line 198) | def compute_average_precision_detection(ground_truth, prediction, tiou_t...
FILE: lib/Evaluation/ActivityNet/utils.py
function get_blocked_videos (line 12) | def get_blocked_videos(api=API):
function interpolated_prec_rec (line 19) | def interpolated_prec_rec(prec, rec):
function segment_iou (line 31) | def segment_iou(target_segment, candidate_segments):
FILE: lib/config/default.py
function _update_dict (line 96) | def _update_dict(k, v):
function update_config (line 104) | def update_config(cfg_file):
FILE: lib/core/functions.py
function prepare_env (line 9) | def prepare_env(cfg):
function evaluate_mAP (line 32) | def evaluate_mAP(cfg, json_path, gt_path):
FILE: lib/core/train_eval.py
function train (line 12) | def train(cfg, data_loader, model, optimizer, criterion):
function evaluate (line 44) | def evaluate(cfg, data_loader, model, epoch):
FILE: lib/criterion/loss.py
class EmbeddingLoss (line 10) | class EmbeddingLoss(nn.Module):
method __init__ (line 11) | def __init__(self, k, th_similar_min, th_different_max):
method cosine_similarity (line 17) | def cosine_similarity(self, x1, x2, eps=1e-8):
method forward (line 29) | def forward(self, cfg, embeddings, click_labels, cas_supp, label):
class BackTALLoss (line 85) | class BackTALLoss(nn.Module):
method __init__ (line 86) | def __init__(self, cfg):
method _cls_loss (line 94) | def _cls_loss(self, scores, labels):
method forward (line 105) | def forward(self, cfg, score_base, cas_base, score_supp, cas_supp, em...
FILE: lib/dataset/dataset.py
class BackTALDataset (line 6) | class BackTALDataset(Dataset):
method __init__ (line 7) | def __init__(self, cfg, split):
method __len__ (line 13) | def __len__(self):
method __getitem__ (line 16) | def __getitem__(self, item):
method _load_dataset (line 33) | def _load_dataset(self):
FILE: lib/models/network.py
class AttentionConv1d (line 6) | class AttentionConv1d(nn.Module):
method __init__ (line 11) | def __init__(self, kernel_size, out_channels):
method calculate_similarity (line 17) | def calculate_similarity(self, embedding, embedding_neighbor):
method cal_local_attenttion (line 22) | def cal_local_attenttion(self, embedding, feature, kernel_size):
method forward (line 47) | def forward(self, feature, embedding, weight):
class FilterModule (line 65) | class FilterModule(nn.Module):
method __init__ (line 66) | def __init__(self, cfg):
method forward (line 77) | def forward(self, x):
class BaseModule (line 83) | class BaseModule(nn.Module):
method __init__ (line 84) | def __init__(self, cfg):
method forward (line 93) | def forward(self, x, embedding):
class ClassifierModule (line 100) | class ClassifierModule(nn.Module):
method __init__ (line 101) | def __init__(self, cfg):
method forward (line 105) | def forward(self, x):
class EmbeddingModule (line 110) | class EmbeddingModule(nn.Module):
method __init__ (line 111) | def __init__(self, cfg):
method forward (line 117) | def forward(self, x):
class Network (line 124) | class Network(nn.Module):
method __init__ (line 125) | def __init__(self, cfg):
method forward (line 135) | def forward(self, x, is_train):
FILE: lib/post_process/functions.py
function L1Norm (line 12) | def L1Norm(x):
function minmax_norm (line 16) | def minmax_norm(x):
function minmax_norm_feature (line 34) | def minmax_norm_feature(act_map, min_val=None, max_val=None):
function upgrade_resolution (line 50) | def upgrade_resolution(arr, scale):
function grouping (line 62) | def grouping(arr):
function convert_output_txt (line 66) | def convert_output_txt(proposals, cate_idx, video_name):
function record_localizations_txt (line 74) | def record_localizations_txt(actions, output_file):
function convert_output_json (line 82) | def convert_output_json(proposals, cate_name):
function record_localizations_json (line 94) | def record_localizations_json(loc_result, result_file):
function get_localization (line 105) | def get_localization(cfg, position, cas, video_cls_score, frame_num, fps...
function write_results (line 143) | def write_results(cfg, epoch, data_json):
function localize_actions (line 150) | def localize_actions(cfg, cas, cls_score_video, frame_num, fps, duration...
function evaluate_score (line 208) | def evaluate_score(cfg, cls_score, cas, cls_label, vid_name, frame_num, ...
FILE: lib/post_process/nms.py
function nms (line 4) | def nms(proposals, thresh):
FILE: lib/utils/utils.py
function fix_random_seed (line 8) | def fix_random_seed(seed):
function backup_codes (line 17) | def backup_codes(cfg, root_dir, res_dir, backup_list):
function save_best_model (line 27) | def save_best_model(cfg, epoch, model, file_path):
function save_best_record_txt (line 36) | def save_best_record_txt(cfg, info, file_path):
function load_weights (line 48) | def load_weights(model, weight_file):
FILE: tools/_init_paths.py
function add_path (line 5) | def add_path(path):
FILE: tools/eval.py
function args_parser (line 24) | def args_parser():
function main (line 33) | def main():
FILE: tools/train.py
function args_parser (line 28) | def args_parser():
function post_process (line 35) | def post_process(cfg, actions_json_file, best_mAP, epoch):
function main (line 55) | def main():
Condensed preview — 25 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (4,073K chars).
[
{
"path": "README.md",
"chars": 4078,
"preview": "# Background-Click Supervision for Temporal Action Localization\n\nThis repository is the official implementation of BackT"
},
{
"path": "data/THUMOS14/human_anns/THUMOS14_Background-Click-Annotation_A1.txt",
"chars": 209077,
"preview": "URLID,URL,TagID,Tag,Start,End,Time,State\nvideo_validation_0000051,video_validation_0000051.mp4,20,background_background"
},
{
"path": "data/THUMOS14/human_anns/THUMOS14_Background-Click-Annotation_A2.txt",
"chars": 212798,
"preview": "URLID,URL,TagID,Tag,Start,End,Time,State\nvideo_validation_0000051,video_validation_0000051.mp4,20,background_background"
},
{
"path": "data/THUMOS14/human_anns/THUMOS14_Background-Click-Annotation_A3.txt",
"chars": 215663,
"preview": "URLID,URL,TagID,Tag,Start,End,Time,State\nvideo_validation_0000051,video_validation_0000051.mp4,20,background_background"
},
{
"path": "environment.yaml",
"chars": 3693,
"preview": "name: backtal\nchannels:\n - https://mirrors.bfsu.edu.cn/anaconda/pkgs/main\n - https://mirrors.bfsu.edu.cn/anaconda/pkgs"
},
{
"path": "experiments/ActivityNet1.2.yaml",
"chars": 1288,
"preview": "BASIC:\n SEED: 5\n WORKERS: 8\n CREATE_OUTPUT_DIR: True\n BACKUP_CODES: True\n BACKUP_LIST: ['lib', 'experiments', 'tool"
},
{
"path": "experiments/HACS.yaml",
"chars": 1185,
"preview": "BASIC:\n SEED: 5\n WORKERS: 8\n CREATE_OUTPUT_DIR: True\n BACKUP_CODES: True\n BACKUP_LIST: ['lib', 'experiments', 'tool"
},
{
"path": "experiments/THUMOS14.yaml",
"chars": 1991,
"preview": "BASIC:\n SEED: 38\n WORKERS: 1\n CREATE_OUTPUT_DIR: True\n BACKUP_CODES: True\n BACKUP_LIST: ['lib', 'experiments', 'too"
},
{
"path": "lib/Evaluation/ActivityNet/eval_detection.py",
"chars": 10936,
"preview": "# This code is originally from the official ActivityNet repo\n# https://github.com/activitynet/ActivityNet\n# Small modifi"
},
{
"path": "lib/Evaluation/ActivityNet/utils.py",
"chars": 1969,
"preview": "# This code is originally from the official ActivityNet repo\n# https://github.com/activitynet/ActivityNet\n\nimport json\ni"
},
{
"path": "lib/config/default.py",
"chars": 3384,
"preview": "from easydict import EasyDict as edict\nimport yaml\nimport datetime\n\nconfig = edict()\n\n# basic\nconfig.BASIC = edict()\ncon"
},
{
"path": "lib/core/functions.py",
"chars": 1401,
"preview": "import os\nimport torch.backends.cudnn as cudnn\nimport numpy as np\n\nfrom utils.utils import fix_random_seed, backup_codes"
},
{
"path": "lib/core/train_eval.py",
"chars": 2738,
"preview": "import torch\nimport os\nimport json\nfrom post_process.functions import evaluate_score\nfrom post_process.functions import "
},
{
"path": "lib/criterion/loss.py",
"chars": 6875,
"preview": "import torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n\n\ndtype = torch.cuda.FloatTensor() if torch.cuda.is_a"
},
{
"path": "lib/dataset/dataset.py",
"chars": 1868,
"preview": "from torch.utils.data import Dataset, DataLoader\nimport os\nimport numpy as np\n\n\nclass BackTALDataset(Dataset):\n def _"
},
{
"path": "lib/dataset/materials_ActivityNet1.2/activity_net.v1-2.min.json",
"chars": 2564039,
"preview": "{\"database\": {\"---9CpRcKoU\": {\"annotations\": [{\"label\": \"Drinking beer\", \"segment\": [0.01, 12.64441], \"idx\": 22}], \"dura"
},
{
"path": "lib/dataset/materials_THUMOS14/gt_thumos14.json",
"chars": 436932,
"preview": "{\"database\": {\"video_test_0000896\": {\"subset\": \"test\", \"annotations\": [{\"segment\": [18.6, 24.8], \"label\": \"HighJump\", \"i"
},
{
"path": "lib/models/network.py",
"chars": 6992,
"preview": "import torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n\n\nclass AttentionConv1d(nn.Module):\n '''\n Convo"
},
{
"path": "lib/post_process/functions.py",
"chars": 7854,
"preview": "import torch\nimport torch.nn as nn\nimport cv2\nfrom scipy.interpolate import interp1d\nimport numpy as np\nimport os\nimport"
},
{
"path": "lib/post_process/nms.py",
"chars": 623,
"preview": "import numpy as np\n\n\ndef nms(proposals, thresh):\n proposals = np.array(proposals)\n x1 = proposals[:, 1]\n x2 = p"
},
{
"path": "lib/utils/utils.py",
"chars": 1384,
"preview": "import torch\nimport numpy as np\nimport random\nimport os\nimport shutil\n\n\ndef fix_random_seed(seed):\n torch.manual_seed"
},
{
"path": "tools/_init_paths.py",
"chars": 210,
"preview": "import os\nimport sys\n\n\ndef add_path(path):\n if path not in sys.path:\n sys.path.insert(0, path)\n\n\nthis_dir = os"
},
{
"path": "tools/eval.py",
"chars": 2883,
"preview": "# -------------------------------------------------------------------------------------------------------\n# Source code "
},
{
"path": "tools/train.py",
"chars": 5510,
"preview": "# -------------------------------------------------------------------------------------------------------\n# Source code "
}
]
// ... and 1 more files (download for full content)
About this extraction
This page contains the full source code of the VividLe/BackTAL GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 25 files (19.0 MB), approximately 927.7k tokens, and a symbol index with 75 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.