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Fast MOT base on yolo+deepsort, support yolo3 and yolo4

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GlassyWing/yolo_deepsort

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MOT base on yolo3/yolo4+deepsort, different from the official use of numpy to implement sort, the sort here reimplemented with pytorch, so it running at GPU.

Mainly dependent

pytorch >= 1.3torchvision >= 0.4.0opencv-python >= 4.1

Quick start

  1. Clone the repositorty
git clone https://github.com/GlassyWing/yolo_deepsort
  1. Download weights of yolo3 or yolo4
cd weights/wget https://pjreddie.com/media/files/yolov3.weightswget https://pjreddie.com/media/files/yolov3-tiny.weightswget https://drive.google.com/file/d/1cewMfusmPjYWbrnuJRuKhPMwRe_b9PaT/view
  1. Download weights of DeepSort
# download ckpt.t7 fromhttps://drive.google.com/drive/folders/1xhG0kRH1EX5B9_Iz8gQJb7UNnn_riXi6 to this folder
  1. Run example
python video_deepsort.py

If you do not want to run the tracker, set the parametertracker toNone:

video_detector = VideoDetector(...                               tracker=None)

Replacing Re-ID

Please read thetutorial.

Example

Training

This library does not contain a feasible training program, please refer to the training:

yolo

deepsort

References

https://github.com/eriklindernoren/PyTorch-YOLOv3

https://github.com/ZQPei/deep_sort_pytorch

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