MOT_yolov8

• Quick link to download dataset:
  • https://motchallenge.net/data/MOT17/
  • https://motchallenge.net/data/MOT20/

Setup

• First, you need install python enviroment
• Install Python (over 3.6): https://www.python.org/downloads/

After that, install the required packages

pip install -r requirements.txt
pip install cython
pip install cython_bbox

Setup evaluation

Go into directory 'eval using trackeval'

pip install -r requirements.txt

Download pretrained model

1. ReID model:

gdown --id 1N16RJ_hZGgXg3Ls5DObs3HQUKNbUSBzy
mkdir ./mot/weights/
cp ./working/epoch=5-Val_mAP=0.63159-Val_CMC@rank1=0.96626-Val_CMC@rank5=0.98858.ckpt ./working/mot/weights/vit_base_patch16_224_TransReID.ckpt

2. YOLOv8

gdown --id 1_oda78B4ZxJ5-LLp6X0fHqxpcs1U6feV
mv ./working/best_latest_version.pt ./mot/weights/

Run tracking

python track.py --source ./data/MOT17/MOT17/train 
--reid-weights ./mot/weights/vit_base_patch16_224_TransReID.ckpt
--yolo-weights ./mot/weights/best_latest_version.pt
--class 0 
--tracking-method strongsort 
--save-txt

Run evaluation

Go into directory 'eval using trackeval'

python scripts/run_mot_challenge.py --BENCHMARK MOT17 --SPLIT_TO_EVAL train --TRACKERS_TO_EVAL StrongSORT --METRICS HOTA CLEAR Identity VACE --USE_PARALLEL True --SEQMAP_FOLDER ./data/trackers/mot_challenge/seqmaps --GT_FOLDER ./data/gt/mot_challenge/ --TRACKERS_FOLDER ./data/trackers/mot_challenge/

Output video save at "runs\track" dir