Collections:
- Name: MotionBERT
  Paper:
    Title: "Learning Human Motion Representations: A Unified Perspective"
    URL: https://arxiv.org/abs/2210.06551
  README: https://github.com/open-mmlab/mmpose/blob/main/docs/en/papers/algorithms/motionbert.md
Models:
- Config: configs/body_3d_keypoint/motionbert/h36m/motionbert_dstformer-243frm_8xb32-240e_h36m.py
  In Collection: MotionBERT
  Metadata:
    Architecture: &id001
    - MotionBERT
    Training Data: Human3.6M (MotionBERT)
  Name: motionbert_dstformer-243frm_8xb32-240e_h36m
  Results:
  - Dataset: Human3.6M
    Metrics:
      MPJPE: 34.5
      P-MPJPE: 27.1
    Task: Body 3D Keypoint
  - Dataset: Human3.6M (MotionBERT)
    Metrics:
      MPJPE: 39.8
      P-MPJPE: 33.4
    Task: Body 3D Keypoint
  Weights: https://download.openmmlab.com/mmpose/v1/body_3d_keypoint/pose_lift/h36m/motionbert_h36m-f554954f_20230531.pth
- Config: configs/body_3d_keypoint/motionbert/h36m/motionbert_dstformer-ft-243frm_8xb32-120e_h36m.py
  In Collection: MotionBERT
  Alias: human3d
  Metadata:
    Architecture: *id001
    Training Data: Human3.6M (MotionBERT)
  Name: motionbert_dstformer-ft-243frm_8xb32-120e_h36m
  Results:
  - Dataset: Human3.6M
    Metrics:
      MPJPE: 26.9
      P-MPJPE: 21.0
    Task: Body 3D Keypoint
  - Dataset: Human3.6M (MotionBERT)
    Metrics:
      MPJPE: 37.7
      P-MPJPE: 32.2
    Task: Body 3D Keypoint
  Weights: https://download.openmmlab.com/mmpose/v1/body_3d_keypoint/pose_lift/h36m/motionbert_ft_h36m-d80af323_20230531.pth