3D Human Pose and Mesh Recovery on Human3.6M
28.8PA-MPJPEHulk
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HulkBackbone=ViT-L, Fine-tuning=false2023.12 | 28.8 | 40.3 | |
| HulkBackbone=ViT-L, Fine-tuning=true2023.12 | 30.2 | 41.4 | |
| HulkBackbone=ViT-B, Fine-tuning=false2023.12 | 31.9 | 43.6 | |
| HulkBackbone=ViT-B, Fine-tuning=true2023.12 | 32 | 44.9 | |
| CLIFFBackbone=ResNet-502023.12 | 32.7 | 47.1 | |
| FeatERParams (M)=11.4, MACs (G)=8.82022.05 | 32.8 | 49.9 | |
| FastMETROBackbone=HRNet-W642023.12 | 33.7 | 52.2 | |
| FastMETROModel Scale=L, Backbone=HRNet-W642022.07 | 33.7 | 52.2 | |
| VisDBBackbone=ResNet-502023.12 | 34.5 | 51 | |
| MeshGraphormerBackbone=HRNet-W642022.07 | 34.5 | 51.2 | |
| MeshGraphormerYear=ICCV 2021, Params (M)=226.5, MACs (G)=56.62022.05 | 34.5 | 51.2 | |
| MotionBERTBackbone=DSTformer2023.12 | 34.9 | 53.8 | |
| HybrIK*Year=CVPR 2021, Params (M)=27.6, MACs (G)=12.7, Backbone=ResNet34, Camera=predicted2022.05 | 36.2 | 57.3 | |
| METROBackbone=HRNet-W642023.12 | 36.7 | 54 | |
| METROBackbone=HRNet-W642022.07 | 36.7 | 54 | |
| METROYear=CVPR 2021, Params (M)=229.2, MACs (G)=56.62022.05 | 36.7 | 54 | |
| FastMETROBackbone=ResNet-502023.12 | 37.3 | 53.9 | |
| FastMETROModel Scale=L, Backbone=ResNet-502022.07 | 37.3 | 53.9 | |
| FastMETROYear=ECCV 2022, Params (M)=48.5, MACs (G)=15.82022.05 | 37.3 | 53.9 | |
| FastMETROModel Scale=M, Backbone=ResNet-502022.07 | 38.6 | 55.1 | |
| FastMETROModel Scale=S, Backbone=ResNet-502022.07 | 39.4 | 55.7 | |
| DSRBackbone=ResNet-502022.07 | 40.3 | 60.9 | |
| DSRYear=ICCV 20212022.05 | 40.3 | 60.9 | |
| PyMAFBackbone=ResNet-502022.07 | 40.5 | 57.7 | |
| PyMAFYear=ICCV 2021, Params (M)=45.2, MACs (G)=10.62022.05 | 40.5 | 57.7 | |
| METROBackbone=ResNet-502022.07 | 40.6 | 56.5 | |
| SPINBackbone=ResNet-502022.07 | 41.1 | 62.5 | |
| I2LMeshNetBackbone=ResNet-502022.07 | 41.1 | 55.7 | |
| SPINYear=ICCV 20192022.05 | 41.1 | 62.5 | |
| I2LMeshNetYear=ECCV 2020, Params (M)=140.5, MACs (G)=36.62022.05 | 41.1 | 55.7 | |
| TCMRYear=CVPR 2021, Video-based=true2022.05 | 41.1 | 62.3 | |
| ProHMRBackbone=ResNet-502023.12 | 41.2 | 59.8 | |
| ProHMRYear=ICCV 20212022.05 | 41.2 | — | |
| VIBEYear=CVPR 2020, Video-based=true2022.05 | 41.4 | 65.6 | |
| TCFormerYear=CVPR 20222022.05 | 42.8 | 62.9 | |
| GraphCMRBackbone=ResNet-502022.07 | 50.1 | — | |
| BMP2021.05 | 51.3 | — | |
| CRMH2021.05 | 52.7 | — | |
| HMR2021.05 | 56.8 | — | |
| HMRBackbone=ResNet-502022.07 | 56.8 | 88 |