Multi-person pose estimation on PoseTrack 2017 (val)
83.8mAP (Total)Our approach
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Our approachMethod Category=Top-down2020.03 | 83.8 | 89.4 | 89.7 | 85.5 | 79.5 | 82.4 | 80.8 | 76.4 | |
| DCPoseBackbone=HRNet-W482021.03 | 82.8 | 88 | 88.7 | 84.1 | 78.4 | 83 | 81.4 | 74.2 | |
| PoseWarperTemporal Pose Aggregation=Enabled2019.06 | 81.2 | 81.4 | 88.3 | 83.9 | 78 | 82.4 | 80.5 | 73.6 | |
| PoseWarper2021.03 | 81.2 | 81.4 | 88.3 | 83.9 | 78 | 82.4 | 80.5 | 73.6 | |
| GNN-based pose dynamics learningfiltering=true2021.06 | 81.1 | 88.4 | 88.4 | 82 | 74.5 | 79.1 | 78.3 | 73.1 | |
| MDPNtype=single-frame baseline2019.06 | 80.7 | 85.2 | 88.5 | 83.9 | 77.5 | 79 | 77 | 71.4 | |
| MDPN2021.03 | 80.7 | 85.2 | 88.5 | 83.9 | 77.5 | 79 | 77 | 71.4 | |
| TKMRNetfiltering=true2021.06 | 79.5 | 85.3 | 88.2 | 79.5 | 71.6 | 76.9 | 79.5 | 73.1 | |
| HRNet-W482019.02 | 77.3 | 82.1 | 83.6 | 80.4 | 73.3 | 75.5 | 75.3 | 68.5 | |
| HRNettype=single-frame baseline2019.06 | 77.3 | 82.1 | 83.6 | 80.4 | 73.3 | 75.5 | 75.3 | 68.5 | |
| HRNetMethod Category=Top-down2020.03 | 77.3 | 82.1 | 83.6 | 80.4 | 73.3 | 75.5 | 75.3 | 68.5 | |
| HRNet2021.03 | 77.3 | 82.1 | 83.6 | 80.4 | 73.3 | 75.5 | 75.3 | 68.5 | |
| STEmbeddingMethod Category=Bottom-up2020.03 | 77 | 83.8 | 81.6 | 77.1 | 70 | 77.4 | 74.5 | 70.8 | |
| STEmbedding2021.03 | 77 | 83.8 | 81.6 | 77.1 | 70 | 77.4 | 74.5 | 70.8 | |
| ST-Embedfiltering=true2021.06 | 77 | 83.8 | 81.6 | 77.1 | 70 | 77.4 | 74.5 | 70.8 | |
| FlowTrackfiltering=true2021.06 | 76.9 | 81.7 | 83.4 | 80 | 72.4 | 75.3 | 74.8 | 67.1 | |
| Bin et al.2019.02 | 76.7 | 81.7 | 83.4 | 80 | 72.4 | 75.3 | 74.8 | 67.1 | |
| Bin et altype=single-frame baseline2019.06 | 76.7 | 81.7 | 83.4 | 80 | 72.4 | 75.3 | 74.8 | 67.1 | |
| FlowTrackMethod Category=Top-down2020.03 | 76.7 | 81.7 | 83.4 | 80 | 72.4 | 75.3 | 74.8 | 67.1 | |
| SimpleBaseline2021.03 | 76.7 | 81.7 | 83.4 | 80 | 72.4 | 75.3 | 74.8 | 67.1 | |
| STAFMethod Category=Bottom-up2020.03 | 72.6 | — | — | — | 65 | — | — | 62.7 | |
| RPAFfiltering=true2021.06 | 72.6 | 83.8 | 84.9 | 76.2 | 64 | 72.2 | 64.5 | 56.6 | |
| TML++Method Category=Bottom-up2020.03 | 71.5 | — | — | — | — | — | — | — | |
| FastPoseMethod Category=Top-down2020.03 | 70.3 | 80 | 80.3 | 69.5 | 59.1 | 71.4 | 67.5 | 59.4 | |
| FastPose2021.03 | 70.3 | 80 | 80.3 | 69.5 | 59.1 | 71.4 | 67.5 | 59.4 | |
| JointFlowMethod Category=Bottom-up2020.03 | 69.3 | — | — | — | — | — | — | — | |
| JointFlow2021.03 | 69.3 | — | — | — | — | — | — | — | |
| ArtTrackfiltering=true2021.06 | 68.7 | 78.7 | 76.2 | 70.4 | 62.3 | 68.1 | 66.7 | 58.4 | |
| BUTDfiltering=true2021.06 | 67.8 | 79.1 | 77.3 | 69.9 | 58.3 | 66.2 | 63.5 | 54.9 | |
| Xiu et al.2019.02 | 66.5 | 66.7 | 73.3 | 68.3 | 61.1 | 67.5 | 67 | 61.3 | |
| Xiu et al.type=single-frame baseline2019.06 | 66.5 | 66.7 | 73.3 | 68.3 | 61.1 | 67.5 | 67 | 61.3 | |
| PoseFlowMethod Category=Top-down2020.03 | 66.5 | 66.7 | 73.3 | 68.3 | 61.1 | 67.5 | 67 | 61.3 | |
| PoseFlow2021.03 | 66.5 | 66.7 | 73.3 | 68.3 | 61.1 | 67.5 | 67 | 61.3 | |
| PoseFlowfiltering=true2021.06 | 66.5 | 66.7 | 73.3 | 68.3 | 61.1 | 67.5 | 67 | 61.3 | |
| Girdhar et al.type=single-frame baseline2019.06 | 64.1 | 72.8 | 75.6 | 65.3 | 54.3 | 63.5 | 60.9 | 51.8 | |
| STAFfiltering=true2021.06 | 62.7 | — | — | — | — | — | — | — | |
| Girdhar et al.2019.02 | 60.6 | 67.5 | 70.2 | 62 | 51.7 | 60.7 | 58.7 | 49.8 | |
| Detect&TrackMethod Category=Top-down2020.03 | 60.6 | 67.5 | 70.2 | 62 | 51.7 | 60.7 | 58.7 | 49.8 | |
| DATfiltering=true2021.06 | 60.6 | 67.5 | 70.2 | 62 | 51.7 | 60.7 | 58.7 | 49.8 |