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All Projects → GlassyWing → yolo_deepsort

GlassyWing / yolo_deepsort

Licence: GPL-3.0 license
Fast MOT base on yolo+deepsort, support yolo3 and yolo4

Programming Languages

python
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Labels

trackingsortmulti-object-trackingmotmulticlassyolov3deepsortyolov4yolo3-deepsortyolov4-deepsortsort-gpu

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yolo_deepsort

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 >= 1.3
torchvision >= 0.4.0
opencv-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.weights
wget https://pjreddie.com/media/files/yolov3-tiny.weights
wget https://drive.google.com/file/d/1cewMfusmPjYWbrnuJRuKhPMwRe_b9PaT/view
  1. Download weights of DeepSort
# download ckpt.t7 from
https://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 parameter tracker to None:

video_detector = VideoDetector(...
                               tracker=None)

Replacing Re-ID

Please read the tutorial.

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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