3D Human Pose Estimation on EMDB

Metric: Average MVE (mm) (higher is better)

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#	Model↕	Average MVE (mm)▼	Extra Data	Paper	Date↕	Code
1	PyMAF	159.956	No	PyMAF: 3D Human Pose and Shape Regression with P...	2021-03-30	Code
2	LGD	140.63	No	Human Body Model Fitting by Learned Gradient Des...	2020-08-19	-
3	ROMP	134.863	No	Monocular, One-stage, Regression of Multiple 3D ...	2020-08-27	Code
4	FastMETRO-L	133.566	No	Cross-Attention of Disentangled Modalities for 3...	2022-07-27	Code
5	PARE	133.247	No	PARE: Part Attention Regressor for 3D Human Body...	2021-04-17	Code
6	GLAMR	128.237	No	GLAMR: Global Occlusion-Aware Human Mesh Recover...	2021-12-02	Code
7	CLIFF	122.884	No	CLIFF: Carrying Location Information in Full Fra...	2022-08-01	Code
8	HybrIK	122.193	No	HybrIK: A Hybrid Analytical-Neural Inverse Kinem...	2020-11-30	Code
9	FastMETRO-L no SMPL Head	119.23	No	Cross-Attention of Disentangled Modalities for 3...	2022-07-27	Code
10	GenHMR	99.5	No	GenHMR: Generative Human Mesh Recovery	2024-12-19	-
11	BioPose	98.9	No	BioPose: Biomechanically-accurate 3D Pose Estima...	2025-01-14	-
12	WHAM (ViT)	94.4	No	WHAM: Reconstructing World-grounded Humans with ...	2023-12-12	Code
13	TRAM	86.6	No	TRAM: Global Trajectory and Motion of 3D Humans ...	2024-03-26	Code

#1PyMAFSOTA
159.956
Average MVE (mm)· 2021-03-30
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop Code
#2LGDSOTA
140.63
Average MVE (mm)· 2020-08-19
Human Body Model Fitting by Learned Gradient Descent
#3ROMP
134.863
Average MVE (mm)· 2020-08-27
Monocular, One-stage, Regression of Multiple 3D People Code
#4FastMETRO-L
133.566
Average MVE (mm)· 2022-07-27
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers Code
#5PARE
133.247
Average MVE (mm)· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation Code
#6GLAMR
128.237
Average MVE (mm)· 2021-12-02
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras Code
#7CLIFF
122.884
Average MVE (mm)· 2022-08-01
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation Code
#8HybrIK
122.193
Average MVE (mm)· 2020-11-30
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation Code
#9FastMETRO-L no SMPL Head
119.23
Average MVE (mm)· 2022-07-27
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers Code
#10GenHMR
99.5
Average MVE (mm)· 2024-12-19
GenHMR: Generative Human Mesh Recovery
#11BioPose
98.9
Average MVE (mm)· 2025-01-14
BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular Videos
#12WHAM (ViT)
94.4
Average MVE (mm)· 2023-12-12
WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion Code
#13TRAM
86.6
Average MVE (mm)· 2024-03-26
TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos Code