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ResearchFormerly WizWand

Human3.6M

Benchmarks

TaskDatasetSOTA resultTrendResults

Human Motion Prediction

Human3.6M (Setting-C)

77.5FDE (Random Leg, Arm Occlusions)

6

3D Pose Estimation

Human3.6M 15

35.4MPJPE

6

3D Human Pose Estimation

Human3.6M Edge Erasing

68.9MPJPE

6

3D Human Pose Estimation

Human3.6M Circle Erasing

59.8MPJPE

6

3D Human Pose Estimation

Human3.6M Rectangle Erasing

66.2MPJPE

6

3D Human Pose Estimation

Human3.6M 40% Translation

68.3MPJPE

6

3D Human Pose Estimation

Human3.6M (25% Translation)

60.3MPJPE

6

Multimodal Motion Generation

Human3.6M 2D joints (test)

2.84S-MSE

6

Multimodal Motion Generation

Human3.6M 2D joints (train)

1.69S-MSE

6

3D Human Pose Estimation

Human3.6M (subject S11)

70.53D Pose Error (mm)

6

3D Human Pose Estimation

Human3.6M GT 2D keypoints

35.8PA-MPJPE

5

3D joint position prediction

Human3.6M 400ms horizon (test)

34.4MPJPE

5

3D joint position prediction

Human3.6M 80ms horizon (test)

8.6MPJPE

5

Video Generation

Human3.6M

479.43FVD Score

5

Root joint localization

Human3.6M (test)

77.6MRPE

5

Landmark Prediction

Human3.6M (test)

2.16Error (Image Size)

5

3D Motion Generation

Human3.6M (All)

7.34FID

4

Monocular Full-body Motion Capture

Human3.6M

30FPS

4

3D joint position prediction

Human3.6M 1000ms horizon (test)

72.9MPJPE

4

Human Motion Prediction

Human3.6M Setting-E (test)

8.3Error (80ms)

4

Human Motion Prediction

Human3.6M (Setting-D)

7.4ADE @ 80ms

4

Landmark Detection

Human3.6M (test)

2.79Normalized Error

4

2D Landmark Prediction

Human3.6M Eating and Discussion 12

96.8Neck Joint Accuracy

4

Human Mesh Reconstruction

Human3.6M (test)

26.17Overall Throughput (FPS)

4

3D human pose prediction

Human3.6M (human dynamics protocol)

0.25Walking MAE (80ms)

4