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- Collections:
- - Name: ByteTrack
- Metadata:
- Training Techniques:
- - SGD with Momentum
- Training Resources: 8x V100 GPUs
- Architecture:
- - YOLOX
- Paper:
- URL: https://arxiv.org/abs/2110.06864
- Title: ByteTrack Multi-Object Tracking by Associating Every Detection Box
- README: configs/bytetrack/README.md
- Models:
- - Name: bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17halfval
- In Collection: ByteTrack
- Config: configs/bytetrack/bytetrack_yolox_x_8xb4-80e_crowdhuman-mot17halftrain_test-mot17halfval.py
- Metadata:
- Training Data: CrowdHuman + MOT17-half-train
- Results:
- - Task: Multiple Object Tracking
- Dataset: MOT17-half-val
- Metrics:
- HOTA: 67.5
- MOTA: 78.6
- IDF1: 78.5
- Weights: https://download.openmmlab.com/mmtracking/mot/bytetrack/bytetrack_yolox_x/bytetrack_yolox_x_crowdhuman_mot17-private-half_20211218_205500-1985c9f0.pth
- - Name: bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17test
- In Collection: ByteTrack
- Config: configs/bytetrack/bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17test.py
- Metadata:
- Training Data: CrowdHuman + MOT17-half-train
- Results:
- - Task: Multiple Object Tracking
- Dataset: MOT17-test
- Metrics:
- MOTA: 78.1
- IDF1: 74.8
- Weights: https://download.openmmlab.com/mmtracking/mot/bytetrack/bytetrack_yolox_x/bytetrack_yolox_x_crowdhuman_mot17-private-half_20211218_205500-1985c9f0.pth
- - Name: bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot20train_test-mot20test
- In Collection: ByteTrack
- Config: configs/bytetrack/bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot20train_test-mot20test.py
- Metadata:
- Training Data: CrowdHuman + MOT20-train
- Results:
- - Task: Multiple Object Tracking
- Dataset: MOT20-test
- Metrics:
- MOTA: 77.0
- IDF1: 75.4
- Weights: https://download.openmmlab.com/mmtracking/mot/bytetrack/bytetrack_yolox_x/bytetrack_yolox_x_crowdhuman_mot20-private_20220506_101040-9ce38a60.pth
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