OpenCodePapers

multi-hypotheses-3d-human-pose-estimation-on-2

Pose Estimation3D Human Pose EstimationMulti-Hypotheses 3D Human Pose Estimation
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeBest-Hypothesis PMPJPE (n = 25)H36M PMPJPE (n = 25)Best-Hypothesis MPJPE (n = 25)Most-Likely Hypothesis PMPJPE (n = 1)H36M PMPJPE (n = 1)ModelNameReleaseDate
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery✓ Link50.636.8---MHEntropy (3D)2023-01-01
Probabilistic Modeling for Human Mesh Recovery✓ Link60.136.8-67.341.2ProHMR2021-08-26
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data64.242.290.067.841.63D Multi-bodies2020-11-02
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery✓ Link66.451.3---MHEntropy (2D Vis)2023-01-01
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network✓ Link69.542.791.574.744.8SMPL-MDN (by 3D Multi-bodies)2019-04-11
3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data75.146.2109.776.546.7SMPL-CVAE2020-11-02
Probabilistic Modeling for Human Mesh Recovery✓ Link82.664.3---ProHMR (2D Vis, by MHEntropy)2021-08-26
End-to-end Recovery of Human Shape and Pose✓ Link85.267.4-85.267.4HMR (2D Vis, by MHEntropy)2017-12-18
End-to-end Recovery of Human Shape and Pose✓ Link-56.8--56.8HMR2017-12-18
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation✓ Link-----HuManiFlow2023-05-11