ML Research Wiki / Benchmarks / 3D Multi-Person Pose Estimation / MuPoTS-3D

MuPoTS-3D

3D Multi-Person Pose Estimation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: 3DPCK

Top Performing Models

Rank Model Paper 3DPCK Date Code
1 Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement 📚 Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement 89.90 2022-10-24 📦 JunukCha/MultiPerson
2 Multi-HMR 📚 Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot 89.50 2024-02-22 📦 naver/multi-hmr
3 Temporal Smoothing Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People 85.30 2020-10-31 📦 vegesm/pose_refinement
4 Unsupervised Cross-Modal Alignment Unsupervised Cross-Modal Alignment for Multi-Person 3D Pose Estimation 78.40 2020-08-04 📦 revanurambareesh/multiperson
5 MUG MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose 76.27 2022-05-25 -
6 3DCrowdNet Three Recipes for Better 3D Pseudo-GTs of 3D Human Mesh Estimation in the Wild 76.20 2023-04-10 📦 mks0601/NeuralAnnot_RELEASE
7 SelecSLS XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera 75.80 2019-07-01 📦 rwightman/pytorch-image-models 📦 osmr/imgclsmob 📦 Daniil-Osokin/lightweight-human-pose-estimation-3d-demo.pytorch 📦 mehtadushy/SelecSLS-Pytorch
8 HG-RCNN Multi-Person 3D Human Pose Estimation from Monocular Images 74.20 2019-09-24 -
9 BMP Body Meshes as Points 73.83 2021-05-06 📦 jfzhang95/BMP
10 3DCrowdNet (HigherHRNet) Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes 72.70 2021-04-15 📦 hongsukchoi/3dcrowdnet_release

All Papers (10)

Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement

2022
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement
JunukCha/MultiPerson
naver/multi-hmr
vegesm/pose_refinement
revanurambareesh/multiperson
mks0601/NeuralAnnot_RELEASE
rwightman/pytorch-image-models osmr/imgclsmob
jfzhang95/BMP
hongsukchoi/3dcrowdnet_release