3D Human Mesh Recovery on Human3.6M (Protocol 2)
41.1Reconstruction ErrorSPIN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SPIN3D annotation=Yes, Additional 3D data=true2020.08 | 41.1 | — | — | |
| Martinez et al.Outputs more than 3D joints=false2017.12 | 47.7 | — | — | |
| Pavlakos et al.Outputs more than 3D joints=false2017.12 | 51.9 | — | — | |
| Wan et al.2022.07 | 56.3 | 38.7 | — | |
| Learned Gradient Descent3D annotation=No2020.08 | 56.4 | — | — | |
| HMROutputs more than 3D joints=true2017.12 | 56.8 | — | — | |
| HMR3D annotation=Yes, Additional 3D data=true2020.08 | 56.8 | — | — | |
| Chen et al.2022.07 | 58.9 | 38.7 | — | |
| DSD-SATN2022.07 | 59.1 | 42.4 | — | |
| CHOMP (w/o OcMotion)#Params=19.2M, MACs=0.49G2022.07 | 59.7 | 40.1 | 13 | |
| NBF3D annotation=Yes2020.08 | 59.9 | — | — | |
| OOH2022.07 | 61.8 | 41.2 | 35.3 | |
| SPIN3D annotation=No2020.08 | 62 | — | — | |
| TCMR#Params=81.9M, MACs=1.29G2022.07 | 62.3 | 41.1 | 5.3 | |
| Pose2Mesh#Params=76.3M, MACs=3.81G2022.07 | 64.9 | 47 | — | |
| VIBE#Params=21.3M, MACs=0.45G2022.07 | 65.9 | 41.5 | 27.3 | |
| HMR unpairedOutputs more than 3D joints=true, Supervision=unpaired2017.12 | 66.5 | — | — | |
| HMR3D annotation=No2020.08 | 66.5 | — | — | |
| SMPLify3D annotation=No, Input=GT 2D2020.08 | 71.1 | — | — | |
| PARE2022.07 | 71.6 | 49.9 | 32.3 | |
| Pavlakos et al.3D annotation=Yes2020.08 | 75.9 | — | — | |
| SMPLify-X3D annotation=No, Body model=SMPL2020.08 | 75.9 | — | — | |
| MEVA#Params=65.0M, MACs=1.31G2022.07 | 76 | 53.2 | 15.3 | |
| SMPLify from 91 kpsOutputs more than 3D joints=true2017.12 | 80.7 | — | — | |
| SMPLifyOutputs more than 3D joints=true2017.12 | 82.3 | — | — | |
| SMPLify3D annotation=No2020.08 | 82.3 | — | — | |
| Rogez et al.Outputs more than 3D joints=false2017.12 | 87.3 | — | — | |
| Regression Forest from 91 kpsOutputs more than 3D joints=true2017.12 | 93.9 | — | — | |
| Lassner et al.3D annotation=Yes2020.08 | 93.9 | — | — |