3D human body pose and mesh estimation on SURREAL (test)
36.9MPJPEVirtual Marker
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Virtual MarkerIntermediate Representation=Virtual marker2023.03 | 36.9 | — | 28.9 | 44.7 | |
| I2L-MeshNet2020.08 | 37.7 | 44.7 | — | — | |
| BodyNet2020.08 | 40.8 | 65.8 | — | — | |
| PC-HMRbase architecture=HMR, 2D pose estimator=CPN, 2D-to-3D pose lifter=VideoPose3D2021.03 | 51.7 | — | 37.9 | 59.8 | |
| PC-HMRIntermediate Representation=3D skeleton2023.03 | 51.7 | — | 37.9 | 59.8 | |
| †DecoMRDtrain=true, Dtest=false2021.11 | 52 | — | 43 | 68.9 | |
| DecoMRIntermediate Representation=IUV image2023.03 | 52 | — | 43 | 68.9 | |
| DynaBOADtrain=false, Dtest=true2021.11 | 55.2 | — | 34 | 70.7 | |
| DynaBOAIntermediate Representation=-, training_on_test_split_with_2D_supervisions=true2023.03 | 55.2 | — | 34 | 70.7 | |
| Pose2MeshIntermediate Representation=3D skeleton2023.03 | 56.6 | — | 39.6 | 68.8 | |
| Self-mocap2021.03 | 64.4 | — | — | 74.5 | |
| †SPINDtrain=true, Dtest=false2021.11 | 66.7 | — | 43.7 | 82.3 | |
| SPINIntermediate Representation=-2023.03 | 66.7 | — | 43.7 | 82.3 | |
| HMR2021.03 | 73.6 | — | 55.4 | 85.1 | |
| HMRIntermediate Representation=-2023.03 | 73.6 | — | 55.4 | 85.1 | |
| *SPINDtrain=false, Dtest=true, Supervision=2D supervisions2021.11 | 80.7 | — | 51.9 | 99.3 | |
| †GraphCMRDtrain=true, Dtest=false2021.11 | 87.4 | — | 63.2 | 103.2 | |
| GraphCMRIntermediate Representation=3D vertices2023.03 | 87.4 | — | 63.2 | 103.2 | |
| MRP-Net + ISOAdaptation type=Test-time Adaptation, Inference stage optimization=true2022.03 | 96.4 | — | 65.1 | — | |
| MRP-NetAdaptation type=General Adaptation, Inference stage optimization=false2022.03 | 99.6 | — | 67.2 | — | |
| Zhang et al.Adaptation type=General Adaptation, Inference stage optimization=false2022.03 | 103.3 | — | 69.1 | — | |
| SPINDtrain=false, Dtest=false2021.11 | 105.6 | — | 68.6 | 133.7 | |
| DANNAdaptation type=General Adaptation, Inference stage optimization=false2022.03 | 113.6 | — | 77.2 | — | |
| DANAdaptation type=General Adaptation, Inference stage optimization=false2022.03 | 114.2 | — | 78.4 | — | |
| DDCAdaptation type=General Adaptation, Inference stage optimization=false2022.03 | 117.5 | — | 80.1 | — | |
| GraphCMRDtrain=false, Dtest=false2021.11 | 127.4 | — | 72 | 150.8 | |
| DecoMRDtrain=false, Dtest=false2021.11 | 138 | — | 74.9 | 161 | |
| *GraphCMRDtrain=false, Dtest=true, Supervision=2D supervisions2021.11 | 167.2 | — | 89.4 | 189.2 | |
| *DecoMRDtrain=false, Dtest=true, Supervision=3D supervisions2021.11 | 175.8 | — | 116.4 | 227.4 | |
| Base modelDtrain=false, Dtest=false2021.11 | 258 | — | 143.1 | 278.6 | |
| Bodynet2021.03 | — | — | — | 73.6 | |
| BodyNetIntermediate Representation=Skel. + Seg.2023.03 | — | — | — | 65.8 | |
| SMPLify2020.08 | — | 75.3 | — | — |