mmpose/configs/body_3d_keypoint/image_pose_lift/README.md

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A simple yet effective baseline for 3d human pose estimation

Simple 3D baseline proposes to break down the task of 3d human pose estimation into 2 stages: (1) Image → 2D pose (2) 2D pose → 3D pose.

The authors find that "lifting" ground truth 2D joint locations to 3D space is a task that can be solved with a low error rate. Based on the success of 2d human pose estimation, it directly "lifts" 2d joint locations to 3d space.

Results and Models

Human3.6m Dataset

Arch MPJPE P-MPJPE ckpt log Details and Download
SimpleBaseline3D 43.4 34.3 ckpt log simplebaseline3d_h36m.md