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YoloV10X and Deep SORT based Object Detection and Tracking

This demo implements object detection and tracking using Ultralytics YoloV10 and Deep SORT.

  • camos.py - main file that uses detector and tracker on a video feed, image or std(java processbuilder)
  • tracker.py - tracker script using Deep SORT, need to install embedder libraries before using

Using with CamOS app:

  • Move source folder to /usr/local/antmedia: mv yolo-detection /usr/local/antmedia
  • Change folder owner to antmedia: chown -R antmedia:antmedia /usr/local/antmedia/yolo-detection

Install python libs: pip install -r requirements.txt

usage: python3 camos.py [-h] [--streamId STREAMID] [--mode {video,image,std}] [--input INPUT] [--model {models/yolov10n.pt,models/yolov10s.pt,models/yolov10m.pt,models/yolov11n.pt,models/yolov11s.pt,models/yolov11m.pt}] [--imgsz IMGSZ] [--device DEVICE] [--threshold THRESHOLD] [--tracker | --no-tracker] [--embedder {mobilenet,torchreid,clip_RN50,clip_RN101,clip_RN50x4,clip_RN50x16,clip_ViT-B/32,clip_ViT-B/16}] [--embedder_gpu | --no-embedder_gpu]

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