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

AGORA

3D Human Pose Estimation Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: B-NMVE

Top Performing Models

Rank Model Paper B-NMVE Date Code
1 HMR End-to-end Recovery of Human Shape and Pose 173.60 2017-12-18 📦 open-mmlab/mmpose 📦 akanazawa/hmr 📦 MandyMo/pytorch_HMR
2 SPIN Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop 168.70 2019-09-27 📦 nkolot/SPIN
3 PARE PARE: Part Attention Regressor for 3D Human Body Estimation 140.90 2021-04-17 📦 mkocabas/PARE
4 SPEC SPEC: Seeing People in the Wild with an Estimated Camera 106.50 2021-10-01 📦 mkocabas/SPEC
5 Multi-Person 3D Pose and Shape Estimationvia Inverse Kinematics and Refinement Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement 86.70 2022-10-24 📦 JunukCha/MultiPerson
6 PyMAF-X 📚 PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images 84.00 2022-07-13 📦 HongwenZhang/PyMAF
7 PyMAF 📚 PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop 78.60 2021-03-30 📦 HongwenZhang/PyMAF 📦 Droliven/pymaf_reimplementation
8 HybrIK HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery 73.90 2023-04-12 📦 jeffffffli/HybrIK 📦 Jeff-sjtu/HybrIK
9 HybrIK-X HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery 68.50 2023-04-12 📦 jeffffffli/HybrIK 📦 Jeff-sjtu/HybrIK
10 NIKI (Twist-and-Swing) NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation 63.90 2023-05-15 📦 jeff-sjtu/niki

All Papers (11)

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

2022
Multi-Person 3D Pose and Shape Estimationvia Inverse Kinematics and Refinement