ML Research Wiki / Benchmarks / 3D Human Pose Estimation / Human3.6M

Human3.6M

3D Human Pose Estimation Benchmark

Performance Over Time

📊 Showing 80 results | 📏 Metric: Average MPJPE (mm)

Top Performing Models

Rank Model Paper Average MPJPE (mm) Date Code
1 CanonPose CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild 74.30 2020-11-30 📦 bastianwandt/CanonPose
2 VIBE VIBE: Video Inference for Human Body Pose and Shape Estimation 65.60 2019-12-11 📦 mkocabas/VIBE 📦 ahmedosman/STAR 📦 darkAlert/vibe-rt 📦 sudarsanGyrus/3D_Pose_VIBE 📦 oli4jansen/VIBE_old
3 VoxelKeypointFusion (transfer) VoxelKeypointFusion: Generalizable Multi-View Multi-Person Pose Estimation 64.30 2024-10-24 📦 Percipiote/VoxelKeypointFusion
4 SIM (SH detections FT) (MA) A simple yet effective baseline for 3d human pose estimation 62.90 2017-05-08 📦 open-mmlab/mmpose 📦 una-dinosauria/3d-pose-baseline 📦 garyzhao/SemGCN
5 2D-3D Lifting self-supervised Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry 62.00 2021-08-17 📦 vru2020/Pose_3D
6 Probabilistic Monocular (T=1) Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows 61.80 2021-07-29 📦 twehrbein/Probabilistic-Monocular-3D-Human-Pose-Estimation-with-Normalizing-Flows
7 TAPE (T=16) TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation 60.00 2023-04-29 📦 nikosvasilik/tape
8 Sequence-to-sequence network Exploiting temporal information for 3D pose estimation 58.50 2017-11-23 📦 rayat137/Pose_3D
9 Stereoscopic View Synthesis Subnetwork Generalizing Monocular 3D Human Pose Estimation in the Wild 58.00 2019-04-11 📦 llcshappy/Monocular-3D-Human-Pose
10 SemGCN Semantic Graph Convolutional Networks for 3D Human Pose Regression 57.60 2019-04-06 📦 garyzhao/SemGCN 📦 zhimingzo/modulated-gcn 📦 sjtuxcx/ITES 📦 tamasino52/Any-GCN 📦 happyvictor008/High-order-GNN-LF-iter

All Papers (80)

Generalizable Human Pose Triangulation

2021
Generalizable Human Pose Triangulation

Epipolar Transformers

2020
Epipolar Transformer+R50 256×256+RPSM