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

Panoptic

3D Multi-Person Pose Estimation Benchmark

Performance Over Time

📊 Showing 17 results | 📏 Metric: Average MPJPE (mm)

Top Performing Models

Rank Model Paper Average MPJPE (mm) Date Code
1 BMP Body Meshes as Points 135.40 2021-05-06 📦 jfzhang95/BMP
2 SMAP 📚 SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation 61.80 2020-08-26 📦 zju3dv/smap
3 VirtualPose 📚 VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data 58.90 2022-07-20 📦 wkom/virtualpose
4 GR-M3D Dynamic Graph Reasoning for Multi-person 3D Pose Estimation 57.90 2022-07-22 -
5 DAS 📚 Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation 53.80 2022-03-15 📦 wangzt-halo/das
6 HMOR 📚 HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation 51.60 2020-08-01 -
7 MVG 📚 Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View Geometry 50.00 2020-07-21 📦 HeCraneChen/3D-Crowd-Pose-Estimation-Based-on-MVG
8 PIRN 📚 Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation 49.80 2022-04-11 -
9 IVT (f=5) 📚 IVT: An End-to-End Instance-guided Video Transformer for 3D Pose Estimation 48.40 2022-08-06 -
10 Light3DPose 📚 Light3DPose: Real-time Multi-Person 3D PoseEstimation from Multiple Views 38.59 2020-04-06 -

All Papers (17)

jfzhang95/BMP
zju3dv/smap
wkom/virtualpose
wangzt-halo/das
HeCraneChen/3D-Crowd-Pose-Estimation-Based-on-MVG
Percipiote/RapidPoseTriangulation
AlvinYH/Faster-VoxelPose
open-mmlab/mmpose microsoft/voxelpose-pytorch
jiahaoLjh/PlaneSweepPose
openxrlab/xrmocap sail-sg/mvp
wusize/multiview_pose