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Papers Benchmarks Datasets Tasks

3DPW dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

3DPW

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Motion Naturalness Assessment

3DPW

3.78Average Score

5

Multi-person 3D Mesh Recovery

3DPW

33.93DPCK

5

3D human pose estimation

3DPW Occlusion

72.2PA-MPJPE

5

Video-based Human Mesh Recovery

3DPW cross-dataset (test)

105.9MPVE

5

3D Human Interaction Reconstruction

3DPW (test)

104.8RE

4

Skeleton and Surface Mesh Recovery

3DPW 1.0 (test)

61.5MPJPE

4

Human Head Mesh Recovery

3DPW (test)

3.36MLE

4

Human depth estimation

3DPW (test)

318MRPE

4

3D Human Pose and Shape Estimation

3DPW (Cropped)

9.72D Keypoint Error (Point)

4

Human Surface Reconstruction

3DPW

81.8IoU

4

3D Human Pose Estimation

3DPW 2020 (challenge)

68.8MPJPE

4

Body Mesh Recovery

3DPW 48

74.6MPJPE

4

Human Motion Prediction

3DPW (average)

8.4MPJPE (80ms)

4

Dynamic 3D Reconstruction

3DPW

0.416mIoU

4

Multi-person motion prediction

3DPW

3.42Root Error (1s)

4

Human-scene consistency

3DPW

0.652HS-V5

3

3D Mesh Recovery

3DPW (test)

57.8PA-MPJPE

3

3D Human Shape Recovery

3DPW

0.094Vertex L2 Error

3

2D Keypoint Projection

3DPW (test)

85.1PCK

3

3D Human Pose Estimation

3DPW ground truth person crop

83.154MPJPE

3

3D Body Mesh Regression

3DPW

59.2PA-MPJPE

3

Body Shape and Height Estimation

3DPW

70.1H-MAE

2

Human Mesh Recovery

3DPW-PC

82.2MPJPE

2

Pose generation

3DPW (test)

0.75FID

2

Human Motion Prediction

3DPW BMLrub sequences (test)

8.1MPJPE (80ms)

2

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Popular tasks

3D Human Pose Estimation 3D Human Pose and Shape Estimation 3D Human Mesh Recovery Human Motion Prediction Human Mesh Recovery

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