3D Body Mesh Recovery on Human3.6M
29.4PA-MPJPEMeshPose
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MeshPose2026.05 | 29.4 | 41.9 | |
| HybrIKBackbone=HRNet-W482023.04 | 29.8 | 47 | |
| W-HMRvariant=†2023.11 | 29.8 | 51 | |
| W-HMRvariant=P†2023.11 | 30.2 | 45.5 | |
| MuNet2026.05 | 30.4 | 38.2 | |
| VirtualMarker2026.05 | 32 | 47.3 | |
| Zolly2023.11 | 32.3 | 49.4 | |
| CLIFF2023.11 | 32.7 | 47.1 | |
| HybrIKBackbone=ResNet-342023.04 | 33.7 | 55.3 | |
| W-HMRvariant=*2023.11 | 34 | 52.7 | |
| HybrIK2023.11 | 34.5 | 54.4 | |
| THUNDRMACS (G)=252023.03 | 34.9 | 48 | |
| POTTERParams (M)=16.3, MACS (G)=7.82023.03 | 35.1 | 56.5 | |
| METROParams (M)=229.2, MACS (G)=56.62023.03 | 36.7 | 54 | |
| METRO2023.04 | 36.7 | 54 | |
| PyMAF-X2026.05 | 37 | 47.7 | |
| FastMETRO2023.11 | 37.3 | 53.9 | |
| MUGMulti-human=true, Ground truth 2D pose input=true2022.05 | 38.5 | 50.3 | |
| PyMAF2026.05 | 39.3 | 49.7 | |
| SPIN2026.05 | 39.6 | 50 | |
| DecoMR2026.05 | 39.9 | 49.3 | |
| KAMA2023.04 | 40.2 | — | |
| PyMAF2023.11 | 40.5 | 57.7 | |
| SPINTraining without 3DPW=true2022.04 | 41.1 | 62.5 | |
| SPIN2023.04 | 41.1 | — | |
| SPIN2023.11 | 41.1 | 62.5 | |
| DSR2022.04 | 41.4 | 62 | |
| I2L-MeshNetTraining Data Configuration=trained on different datasets2023.04 | 41.7 | 55.7 | |
| TCFormerResolution=224x2242022.04 | 42.8 | 62.9 | |
| EFT2022.04 | 43.8 | — | |
| STAF2023.11 | 44.5 | 70.4 | |
| GCMR2026.05 | 44.9 | 52.5 | |
| Pose2MeshMulti-human=false, Ground truth 2D pose input=false2022.05 | 46.3 | 64.9 | |
| MPS-Net2023.11 | 47.4 | 69.4 | |
| CMR-PGType=RGB→Coord, Backbone=ResNet50, FPS=30, GPU Mem.=1.9G2021.03 | 47.9 | 69.8 | |
| MUGMulti-human=true, Ground truth 2D pose input=false2022.05 | 48.5 | 61.9 | |
| Pose2MeshType=Pose→Coord, FPS=4, GPU Mem.=6G2021.03 | 48.7 | 64.9 | |
| CMR-PGType=RGB→Coord, Backbone=ResNet18, FPS=59, GPU Mem.=1.5G2021.03 | 49.9 | 67.9 | |
| GraphCMR2023.11 | 50.1 | — | |
| BMPMulti-human=true, Ground truth 2D pose input=false2022.05 | 51.3 | — | |
| JiangMulti-human=true, Ground truth 2D pose input=false2022.05 | 52.7 | — | |
| MEVA2023.11 | 53.2 | 76 | |
| VIBE2023.11 | 53.3 | 78 | |
| SPINType=RGB→SMPL2021.03 | 55.6 | 85.6 | |
| HMRTraining without 3DPW=true2022.04 | 56.8 | 88 | |
| HMR2023.04 | 56.8 | 88 | |
| GraphCMRMulti-human=false, Ground truth 2D pose input=false2022.05 | 56.8 | 88 | |
| HMR2023.11 | 56.8 | 88 | |
| HMMR2023.11 | 56.9 | — | |
| I2L-MeshNetType=RGB→Voxel, FPS=25, GPU Mem.=4.6G2021.03 | 59.8 | 82.6 | |
| Pavlakos et al.2023.04 | 75.9 | — | |
| SMPLify2023.04 | 82.3 | — | |
| HMRType=RGB→SMPL2021.03 | 88.4 | 184.7 | |
| GraphCMRType=RGB→Coord2021.03 | 104.6 | 148 |