metafile.yml

Collections:
  - Name: QDTrack
    Metadata:
      Training Data: MOT17, crowdhuman, TAO, LVIS
      Training Techniques:
        - SGD
      Training Resources: 8x V100 GPUs
      Architecture:
        - ResNet
    Paper:
        URL: https://arxiv.org/pdf/2006.06664.pdf
        Title: Quasi-Dense Similarity Learning for Multiple Object Tracking
    README: configs/mot/qdtrack/README.md

Models:
  - Name: qdtrack_faster-rcnn_r50_fpn_4e_mot17-private-half
    In Collection: QDTrack
    Config: configs/mot/qdtrack/qdtrack_faster-rcnn_r50_fpn_4e_mot17-private-half.py
    Metadata:
      Training Data: MOT17
      Training Memory (GB): 5.83
      Epochs: 4
    Results:
      - Task: Multi-object Tracking
        Dataset: MOT17
        Metrics:
          HOTA: 57.1
          MOTA: 68.2
          IDF1: 68.5
    Weights: https://download.openmmlab.com/mmtracking/mot/qdtrack/mot_dataset/qdtrack_faster-rcnn_r50_fpn_4e_mot17_20220315_145635-76f295ef.pth

  - Name: qdtrack_faster-rcnn_r50_fpn_4e_crowdhuman_mot17-private-half
    In Collection: QDTrack
    Config: configs/mot/qdtrack/qdtrack_faster-rcnn_r50_fpn_4e_crowdhuman_mot17-private-half.py
    Metadata:
      Training Data: MOT17, crowdhuman
      Training Memory (GB): 6.31
      Epochs: 4
    Results:
      - Task: Multi-object Tracking
        Dataset: MOT17
        Metrics:
          HOTA: 59.1
          MOTA: 71.7
          IDF1: 71.6
    Weights: https://download.openmmlab.com/mmtracking/mot/qdtrack/mot_dataset/qdtrack_faster-rcnn_r50_fpn_4e_crowdhuman_mot17_20220315_163453-68899b0a.pth

  - Name: qdtrack_faster-rcnn_r101_fpn_24e_lvis
    In Collection: QDTrack
    Config: configs/mot/qdtrack/qdtrack_faster-rcnn_r101_fpn_24e_lvis.py
    Metadata:
      Training Data: LVIS
      Training Memory (GB): 9.78
      Epochs: 24
    Results:
      - Task: Multi-object Tracking
        Dataset: TAO
        Metrics:
          AP: 17.2
          AP50: 28.6
          AP75: 17.7
    Weights: https://download.openmmlab.com/mmtracking/mot/qdtrack/tao_dataset/qdtrack_faster-rcnn_r101_fpn_24e_lvis_20220430_024513-88911daf.pth

  - Name: qdtrack_faster-rcnn_r101_fpn_12e_tao
    In Collection: QDTrack
    Config: configs/mot/qdtrack/qdtrack_faster-rcnn_r101_fpn_12e_tao.py
    Metadata:
      Training Data: TAO
      Training Memory (GB): 1.36
      Epochs: 12
    Results:
      - Task: Multi-object Tracking
        Dataset: TAO
        Metrics:
          Track AP: 11.0
          Track AP50: 15.8
          Track AP75: 6.1
    Weights: https://download.openmmlab.com/mmtracking/mot/qdtrack/tao_dataset/qdtrack_faster-rcnn_r101_fpn_12e_tao_20220613_211934-7cbf4062.pth