Multi-person 3D Human Pose Estimation on CMU Panoptic
10MPJPE (Mean) [mm]GT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GTtype=ground truth volumetric heatmaps2020.04 | 10 | 9 | 12 | 9 | 9 | 100 | |
| IVT2022.08 | 48.4 | — | — | — | — | — | |
| Permutation-Invariant Relational NetworkJoint visibility=visible joints2022.04 | 49.8 | 42 | 50.3 | 47.3 | 59.4 | — | |
| HMORBackbone=ResNet-50, Backbone initialized=ImageNet, Input Resolution=1333x800, Data Augmentation=horizontal flip, multi-scale training, Training Data=COCO 2D pose estimation data, Ensembling=none2020.08 | 51.6 | 50.9 | 50.5 | 50.7 | 68.2 | — | |
| DASVenue=CVPR 222022.08 | 53.8 | — | — | — | — | — | |
| HMORJoint visibility=visible joints, Recalculated average=true2022.04 | 55.1 | 50.9 | 50.5 | 50.7 | 68.2 | — | |
| MuPPetMethod Type=2D-to-3D pose lifting2026.04 | 55.8 | 56.1 | 54.3 | 57.1 | — | — | |
| VirtualPoseMethod Type=2D-to-3D pose lifting2026.04 | 56.8 | 54.1 | 61.6 | 54.6 | — | — | |
| POTR-3DMethod Type=2D-to-3D pose lifting2026.04 | 57.5 | 60 | 57 | 55.5 | — | — | |
| GR-M3DBackbone=Hourglass2022.07 | 57.9 | 57.1 | 58.3 | 53.4 | 62.7 | — | |
| SMAPMethod Type=direct estimation2026.04 | 60 | 63.1 | 60.3 | 56.6 | — | — | |
| SMAPJoint visibility=visible joints2022.04 | 61.8 | 63.1 | 60.3 | 56.6 | 67.1 | — | |
| SMAPVenue=ECCV'20, Extra refining network=true2022.08 | 61.8 | — | — | — | — | — | |
| SMAPExtra refining network=true2022.07 | 61.8 | 63.1 | 60.3 | 56.6 | 67.1 | — | |
| RootNetJoint visibility=visible joints, Fine-tuning=CMU Panoptic2022.04 | 63.9 | 52.1 | 65.3 | 58 | 80.4 | — | |
| LOCOVenue=CVPR 202022.08 | 69 | — | — | — | — | — | |
| LOCO2022.07 | 69 | 45 | 95 | 58 | 79 | — | |
| LoCO(2)+representation=VHA(2)2020.04 | 69 | 45 | 95 | 58 | 79 | 89.21 | |
| Permutation-Invariant Relational NetworkJoint visibility=all joints2022.04 | 70.5 | 59.4 | 68.9 | 67.2 | 86.4 | — | |
| [53]2020.04 | 72 | 72 | 79 | 67 | 94 | — | |
| Zanfirsource_reference=[67]2020.08 | 72.1 | 72.4 | 78.8 | 66.8 | 94.3 | — | |
| MubyNetMethod Type=direct estimation2026.04 | 72.7 | 72.4 | 78.8 | 66.8 | — | — | |
| SMAPVenue=ECCV'20, Extra refining network=false2022.08 | 73.1 | — | — | — | — | — | |
| SMAPExtra refining network=false2022.07 | 73.1 | 71.8 | 72.5 | 65.9 | 82.1 | — | |
| LoCO(3)+representation=VHA(3)2020.04 | 77 | 48 | 105 | 63 | 91 | 87.87 | |
| Zanfir et al.Joint visibility=visible joints, Recalculated average=true2022.04 | 78.1 | 72.4 | 78.8 | 66.8 | 94.3 | — | |
| MubyNetVenue=NeurIPS'182022.08 | 78.1 | — | — | — | — | — | |
| MubyNet2022.07 | 78.1 | 72.4 | 78.8 | 66.8 | 94.3 | — | |
| PoseNetVenue=ICCV'192022.08 | 87.6 | — | — | — | — | — | |
| PoseNet2022.07 | 87.6 | 89.6 | 91.3 | 79.6 | 90.1 | — | |
| RootNetJoint visibility=all joints, Fine-tuning=CMU Panoptic2022.04 | 103.9 | 83.3 | 107.9 | 106 | 118.4 | — | |
| SMPL R-CNNSetup=full2020.06 | 143.2 | 129.6 | 133.5 | 153 | 156.7 | — | |
| SMPL R-CNNSetup=baseline2020.06 | 149.8 | 141.2 | 140.3 | 160.7 | 156.8 | — | |
| Zanfir et al.Reference=[66]2020.06 | 150.3 | 141.4 | 152.3 | 145 | 162.5 | — | |
| [52]2020.04 | 153 | 140 | 166 | 151 | 156 | — | |
| Zanfir et al.Reference=[65]2020.06 | 153.4 | 140 | 165.9 | 150.7 | 156 | — | |
| Zanfirsource_reference=[66]2020.08 | 153.4 | 140 | 165.9 | 150.7 | 156 | — | |
| SFBVenue=CVPR'182022.08 | 153.4 | — | — | — | — | — | |
| SemanticFB2022.07 | 153.4 | 140 | 165.9 | 150.7 | 156 | — | |
| [32]2020.04 | 203 | 218 | 187 | 194 | 221 | — | |
| Popa2020.08 | 203.4 | 217.9 | 187.3 | 193.6 | 221.3 | — | |
| DMHS2022.07 | 203.4 | 217.9 | 187.3 | 193.6 | 221.3 | — |