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

3DPW

3D Human Pose Estimation Benchmark

Performance Over Time

📊 Showing 115 results | 📏 Metric: MPVPE

Top Performing Models

Rank Model Paper MPVPE Date Code
1 Simple-baseline A simple yet effective baseline for 3d human pose estimation 157.00 2017-05-08 📦 open-mmlab/mmpose 📦 una-dinosauria/3d-pose-baseline 📦 garyzhao/SemGCN
2 HMR End-to-end Recovery of Human Shape and Pose 130.00 2017-12-18 📦 open-mmlab/mmpose 📦 akanazawa/hmr 📦 MandyMo/pytorch_HMR
3 SMPLify Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image 106.80 2016-07-27 📦 Jtoo/fitting_human_smpl_model 📦 dizhongzhu/Humanbody_Literatures
4 TP-Net Learning 3D Human Pose from Structure and Motion 92.20 2017-11-25 📦 anuragmundhada/3dpose-demo-iitb
5 MEEV MEEV: Body Mesh Estimation On Egocentric Video 81.74 2022-10-21 📦 clovaai/meev
6 MVM Multi-View Matching (MVM): Facilitating Multi-Person 3D Pose Estimation Learning with Action-Frozen People Video 78.20 2020-04-11 -
7 PARE + HANet (T=101) Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in Videos 77.10 2022-11-29 📦 kyungminjin/hanet
8 PONet PONet: Robust 3D Human Pose Estimation via Learning Orientations Only 76.20 2021-12-21 -
9 ISO Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation 75.80 2020-07-04 -
10 SMPLer-X SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation 75.20 2023-09-29 📦 caizhongang/SMPLer-X 📦 wqyin/smplest-x

All Papers (115)