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Models/SMPL-CVAE

SMPL-CVAE

Reported on 20 benchmarks across 4 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision10 results

3D Human Pose EstimationonAH36M
Best-Hypothesis MPJPE (n = 25)· 2020-11-02
109.7
SOTA
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
Pose EstimationonAH36M
Best-Hypothesis MPJPE (n = 25)· 2020-11-02
109.7
SOTA
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3D Human Pose EstimationonAH36M
Best-Hypothesis PMPJPE (n = 25)· 2020-11-02
75.1
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3D Human Pose EstimationonAH36M
H36M PMPJPE (n = 1)· 2020-11-02
46.7
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3D Human Pose EstimationonAH36M
H36M PMPJPE (n = 25)· 2020-11-02
46.2
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3D Human Pose EstimationonAH36M
Most-Likely Hypothesis PMPJPE (n = 1)· 2020-11-02
76.5
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
Pose EstimationonAH36M
Best-Hypothesis PMPJPE (n = 25)· 2020-11-02
75.1
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
Pose EstimationonAH36M
H36M PMPJPE (n = 1)· 2020-11-02
46.7
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
Pose EstimationonAH36M
H36M PMPJPE (n = 25)· 2020-11-02
46.2
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
Pose EstimationonAH36M
Most-Likely Hypothesis PMPJPE (n = 1)· 2020-11-02
76.5
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980

Methodology5 results

3DonAH36M
Best-Hypothesis MPJPE (n = 25)· 2020-11-02
109.7
SOTA
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3DonAH36M
Best-Hypothesis PMPJPE (n = 25)· 2020-11-02
75.1
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3DonAH36M
H36M PMPJPE (n = 1)· 2020-11-02
46.7
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3DonAH36M
H36M PMPJPE (n = 25)· 2020-11-02
46.2
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
3DonAH36M
Most-Likely Hypothesis PMPJPE (n = 1)· 2020-11-02
76.5
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980

Audio5 results

1 Image, 2*2 StitchionAH36M
Best-Hypothesis MPJPE (n = 25)· 2020-11-02
109.7
SOTA
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
1 Image, 2*2 StitchionAH36M
Best-Hypothesis PMPJPE (n = 25)· 2020-11-02
75.1
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
1 Image, 2*2 StitchionAH36M
H36M PMPJPE (n = 1)· 2020-11-02
46.7
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
1 Image, 2*2 StitchionAH36M
H36M PMPJPE (n = 25)· 2020-11-02
46.2
best: 67.4 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980
1 Image, 2*2 StitchionAH36M
Most-Likely Hypothesis PMPJPE (n = 1)· 2020-11-02
76.5
best: 85.2 (HMR (2D Vis, by MHEntropy))
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data arXiv:2011.00980