Human Body Part Segmentation on LSP (test)
90.47AccuracyPyMAF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PyMAF2021.03 | 90.47 | 72 | |
| PyMAF w/o ASAuxiliary Supervision=false2021.03 | 89.98 | 70 | |
| HKMR2021.03 | 89.59 | 69 | |
| DecoMR2020.06 | 89.45 | 69 | |
| DecoMR2021.03 | 89.45 | 69 | |
| SPIN2020.06 | 89.41 | 68 | |
| SPIN2021.03 | 89.41 | 68 | |
| Baselinedescription=same network architecture with HMR and 6D rotation representation2021.03 | 89.23 | 68 | |
| TexturePose2019.10 | 89 | 67 | |
| TexturePose2021.03 | 89 | 67 | |
| SMPLify oracleground truth segmentation=true, Run Time=-2017.12 | 88.82 | 67 | |
| SMPLify oracleApproach type=Optimization-based, Oracle=true2019.05 | 88.82 | 67 | |
| SMPLify oracleoracle=true2019.10 | 88.82 | 67 | |
| SMPLifyoracle=true2020.06 | 88.82 | 67 | |
| SMPLify oracleground-truth keypoints=true2021.03 | 88.82 | 67 | |
| Ours (CMR)Approach type=Regression-based2019.05 | 88.69 | 66 | |
| CMR2020.06 | 88.69 | 66 | |
| CMR2021.03 | 88.69 | 66 | |
| SMPLify on [31]Approach type=Optimization-based, Reference initialization=Pavlakos et al. [31]2019.05 | 88.24 | 64 | |
| SMPLify on [35]initialization=Pavlakos et al. [35]2019.10 | 88.24 | 64 | |
| SMPLifyinitialization=Pavlakos et al. [26]2020.06 | 88.24 | 64 | |
| SMPLify on [44]detector=Pavlakos et al. [44]2021.03 | 88.24 | 64 | |
| SMPLifyRun Time=~1 min2017.12 | 87.71 | 64 | |
| SMPLifyApproach type=Optimization-based2019.05 | 87.71 | 64 | |
| SMPLify2019.10 | 87.71 | 64 | |
| SMPLify2020.06 | 87.71 | 67 | |
| SMPLify2021.03 | 87.71 | 64 | |
| HMRpaired 3D supervision=true, Run Time=0.04 sec2017.12 | 87.12 | 60 | |
| HMRApproach type=Regression-based2019.05 | 87.12 | 60 | |
| HMR2019.10 | 87.12 | 60 | |
| HMR2020.06 | 87.12 | 60 | |
| HMR2021.03 | 87.12 | 60 | |
| HMR unpairedpaired 3D supervision=false, Run Time=0.04 sec2017.12 | 87 | 59 | |
| Decision ForestsRun Time=0.13 sec2017.12 | 82.32 | 51 |