moztec-jp/face-tracker

Face Tracker using RetinaFace Detector and Kalman Filter

Face Tracker using RetinaFace Detector and Kalman Filter

Step 1: Clone insightface repository and Download weight files for RetinaFace Detector

cd face-tracker
git clone https://github.com/deepinsight/insightface.git
export PYTHONPATH=$PYTHONPATH:(path to RetinaFace Directory)

Step 2: Create directories to store input videos and tracking meta

mkdir videos
mkdir meta

Step 3: Run the program

python face_tracker.py --detector RetinaFaceDetector --gpu -1 --videopath ./videos/test.mp4

Results

References:

@inproceedings{Bewley2016_sort, author={Bewley, Alex and Ge, Zongyuan and Ott, Lionel and Ramos, Fabio and Upcroft, Ben}, booktitle={2016 IEEE International Conference on Image Processing (ICIP)}, title={Simple online and realtime tracking}, year={2016}, pages={3464-3468}, keywords={Benchmark testing;Complexity theory;Detectors;Kalman filters;Target tracking;Visualization;Computer Vision;Data Association;Detection;Multiple Object Tracking}, doi={10.1109/ICIP.2016.7533003} }

@inproceedings{deng2019retinaface, title={RetinaFace: Single-stage Dense Face Localisation in the Wild}, author={Deng, Jiankang and Guo, Jia and Yuxiang, Zhou and Jinke Yu and Irene Kotsia and Zafeiriou, Stefanos}, booktitle={arxiv}, year={2019} }

@inproceedings{guo2018stacked, title={Stacked Dense U-Nets with Dual Transformers for Robust Face Alignment}, author={Guo, Jia and Deng, Jiankang and Xue, Niannan and Zafeiriou, Stefanos}, booktitle={BMVC}, year={2018} }

@article{deng2018menpo, title={The Menpo benchmark for multi-pose 2D and 3D facial landmark localisation and tracking}, author={Deng, Jiankang and Roussos, Anastasios and Chrysos, Grigorios and Ververas, Evangelos and Kotsia, Irene and Shen, Jie and Zafeiriou, Stefanos}, journal={IJCV}, year={2018} }

@inproceedings{deng2018arcface, title={ArcFace: Additive Angular Margin Loss for Deep Face Recognition}, author={Deng, Jiankang and Guo, Jia and Niannan, Xue and Zafeiriou, Stefanos}, booktitle={CVPR}, year={2019} }