ML Research Wiki / Benchmarks / 3D Human Pose Estimation / EMDB

EMDB

3D Human Pose Estimation Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: Average MPJPE-PA (mm)

Top Performing Models

Rank Model Paper Average MPJPE-PA (mm) Date Code
1 PyMAF PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop 159.96 2021-03-30 📦 HongwenZhang/PyMAF 📦 Droliven/pymaf_reimplementation
2 LGD Human Body Model Fitting by Learned Gradient Descent 140.63 2020-08-19 -
3 ROMP Monocular, One-stage, Regression of Multiple 3D People 134.86 2020-08-27 📦 Arthur151/ROMP 📦 cai-jianfeng/ROMP_mindspore
4 FastMETRO-L Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers 133.57 2022-07-27 📦 postech-ami/fastmetro
5 PARE PARE: Part Attention Regressor for 3D Human Body Estimation 133.25 2021-04-17 📦 mkocabas/PARE
6 GLAMR GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras 128.24 2021-12-02 📦 nvlabs/glamr
7 CLIFF CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation 122.88 2022-08-01 📦 huawei-noah/noah-research 📦 xiuyu0000/new_papers_codes 📦 0jason000/CLIFF
8 HybrIK HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation 122.19 2020-11-30 📦 jeffffffli/HybrIK 📦 Jeff-sjtu/HybrIK 📦 jeff-sjtu/niki 📦 jeff-sjtu/dnd
9 FastMETRO-L no SMPL Head Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers 119.23 2022-07-27 📦 postech-ami/fastmetro
10 GenHMR GenHMR: Generative Human Mesh Recovery 99.50 2024-12-19 -

All Papers (13)

HongwenZhang/PyMAF Droliven/pymaf_reimplementation
Arthur151/ROMP cai-jianfeng/ROMP_mindspore
postech-ami/fastmetro
mkocabas/PARE
nvlabs/glamr
huawei-noah/noah-research xiuyu0000/new_papers_codes
jeffffffli/HybrIK Jeff-sjtu/HybrIK
postech-ami/fastmetro
yohanshin/WHAM
yufu-wang/tram