3D Human Mesh Estimation on 3DPW
41.3PA MPJPEVirtual Markers
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Virtual MarkersIntermediate Representation=Virtual marker, Temporal cues=false2023.03 | 41.3 | 77.9 | 67.5 | |
| CLIFFTemporal cues=false2023.03 | 43 | 81.2 | 69 | |
| Our 3DCrowdNetadditional training on 3DPW=true2023.04 | 43.6 | — | — | |
| FastMETROIntermediate Representation=3D vertices, Temporal cues=false2023.03 | 44.6 | 84.1 | 73.5 | |
| VisDBIntermediate Representation=3D vertices, Temporal cues=false2023.03 | 44.9 | 85.5 | 73.5 | |
| HybrIKIntermediate Representation=3D skeleton, Temporal cues=false2023.03 | 45 | 86.5 | 74.1 | |
| MeshGraphormeradditional training on 3DPW=true2023.04 | 45.6 | — | — | |
| Mesh GraphormerIntermediate Representation=3D vertices, Temporal cues=false2023.03 | 45.6 | 87.7 | 74.7 | |
| MAEDIntermediate Representation=3D skeleton, Temporal cues=true2023.03 | 45.7 | 92.6 | 79.1 | |
| Our 3DCrowdNetadditional training on 3DPW=false2023.04 | 46.1 | — | — | |
| PAREadditional training on 3DPW=true2023.04 | 46.4 | — | — | |
| PAREIntermediate Representation=Segmentation, Temporal cues=false2023.03 | 46.5 | 88.6 | 74.5 | |
| METROadditional training on 3DPW=true2023.04 | 47.9 | — | — | |
| METROIntermediate Representation=3D vertices, Temporal cues=false2023.03 | 47.9 | 88.2 | 77.1 | |
| HybrIKadditional training on 3DPW=false2023.04 | 48.8 | — | — | |
| PAREadditional training on 3DPW=false2023.04 | 49.3 | — | — | |
| 3DCrowdNetadditional training on 3DPW=false2023.04 | 51.5 | — | — | |
| THUNDRIntermediate Representation=3D markers, Temporal cues=false2023.03 | 51.5 | 88 | 74.8 | |
| 3DCrowdNetIntermediate Representation=3D skeleton, Temporal cues=false2023.03 | 51.5 | 98.3 | 81.7 | |
| VIBETemporal cues=true2023.03 | 51.9 | 99.1 | 82.9 | |
| TCMRTemporal cues=true2023.03 | 52.7 | 102.9 | 86.5 | |
| ROMPadditional training on 3DPW=false2023.04 | 53.3 | — | — | |
| Pose2Poseadditional training on 3DPW=false2023.04 | 54.4 | — | — | |
| ROMPTemporal cues=false2023.03 | 54.9 | 108.3 | 91.3 | |
| I2L-MeshNetadditional training on 3DPW=false2023.04 | 57.7 | — | — | |
| I2L-MeshNetIntermediate Representation=3D vertices, Temporal cues=false2023.03 | 57.7 | 110.1 | 93.2 | |
| Pose2MeshIntermediate Representation=3D skeleton, Temporal cues=false2023.03 | 58.3 | 106.3 | 88.9 | |
| OCHMRIntermediate Representation=2D heatmap, Temporal cues=false2023.03 | 58.3 | 107.1 | 89.7 | |
| Pose2Meshadditional training on 3DPW=false2023.04 | 58.9 | — | — | |
| PyMAFadditional training on 3DPW=false2023.04 | 58.9 | — | — | |
| PyMafIntermediate Representation=IUV image, Temporal cues=false2023.03 | 58.9 | 110.1 | 92.8 | |
| SPINadditional training on 3DPW=false2023.04 | 59.2 | — | — | |
| SPINTemporal cues=false2023.03 | 59.2 | 116.4 | 96.9 | |
| ProHMRTemporal cues=false2023.03 | 59.8 | — | — | |
| ExPoseTemporal cues=false2023.03 | 60.7 | — | 93.4 | |
| PC-HMRIntermediate Representation=3D skeleton, Temporal cues=false2023.03 | 66.9 | 108.6 | 87.8 | |
| DSD-SATNIntermediate Representation=3D skeleton, Temporal cues=true2023.03 | 69.5 | — | — | |
| GraphCMRIntermediate Representation=3D vertices, Temporal cues=false2023.03 | 70.2 | — | — | |
| Arnab et al.Intermediate Representation=2D skeleton, Temporal cues=true2023.03 | 72.2 | — | — | |
| HMMRTemporal cues=true2023.03 | 72.6 | 139.3 | 116.5 | |
| HMRTemporal cues=false2023.03 | 81.3 | 152.7 | 130 | |
| SMPLifyIntermediate Representation=2D skeleton, Temporal cues=false2023.03 | 82.3 | — | — |