OpenCodePapers
multi-hypotheses-3d-human-pose-estimation-on
Pose Estimation
3D Human Pose Estimation
Multi-Hypotheses 3D Human Pose Estimation
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Average MPJPE (mm)
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Average PMPJPE (mm)
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Average MPJPE (mm) for occluded Joints
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Expected Calibration Error
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Using 2D ground-truth joints
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ModelName
ReleaseDate
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Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser
✓ Link
33.62
26.48
DDHPose (H=20, W=10, J-Best)
2024-03-07
GFPose: Learning 3D Human Pose Prior with Gradient Fields
✓ Link
35.1
GFPose (HPJ2D-010, S=200)
2022-12-16
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation
✓ Link
35.4
No
D3DP
2023-03-21
GFPose: Learning 3D Human Pose Prior with Gradient Fields
✓ Link
35.6
30.5
16.9
GFPose (HPJ2D-000, S=200)
2022-12-16
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser
✓ Link
39.0
31.2
DDHPose (H=20, W=10, P-Best)
2024-03-07
GraphMDN: Leveraging graph structure and deep learning to solve inverse problems
46.2
36.3
GraphMDN
2020-10-26
Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking
✓ Link
46.8
37.3
Sharma et al.
2019-04-02
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions
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48.5
cGNF xlarge w Lsample
2022-10-20
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network
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52.7
42.6
MDN
2019-04-11
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions
✓ Link
53
41.8
0.08
cGNF w Lsample
2022-10-20
Weakly Supervised Generative Network for Multiple 3D Human Pose Hypotheses
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73.9
44.3
Li et al.
2020-08-13
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery
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36.8
MHEntropy
2023-01-01