Multi-person Pose Tracking on PoseTrack 2018 (val)
74.6mAPMIPAL++
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MIPAL++Approach Type=Bottom-up, Training Annotations=Video + Image2021.04 | 74.6 | — | — | 65.7 | — | — | — | — | — | 76 | 76.9 | 56.4 | 52.4 | — | — | |
| KeyTrackApproach Type=Top-down, Training Annotations=Video + Image2021.04 | 74.3 | — | — | 66.6 | — | — | — | — | — | — | — | — | — | — | — | |
| LightTrackApproach Type=Top-down, Training Annotations=Video + Image2021.04 | 72.4 | — | — | 64.6 | — | — | — | — | — | — | — | — | — | — | — | |
| MDPNApproach Type=Bottom-up, Training Annotations=Video + Image2021.04 | 71.7 | — | — | 50.6 | — | — | — | — | — | 50.9 | 55.5 | 49 | 45.1 | — | — | |
| SOLO-Track (++ VC + MPII)Training Annotations=Only Image, Components=Instance embedding, IC loss, ME reg, Video Correspondence module, Fine-tuning=MPII data2021.04 | 71.4 | — | — | 64.7 | — | — | — | — | — | 70.4 | 73.3 | 55.9 | 56.3 | — | — | |
| Model I-BParadigm=Bottom-Up, Scale=MS, fps=32018.11 | 70.4 | 64.7 | 62 | 60.9 | — | — | — | — | — | — | — | — | — | — | — | |
| STAFApproach Type=Bottom-up, Training Annotations=Video + Image2021.04 | 70.4 | — | — | 60.9 | — | — | — | — | — | — | — | — | — | — | — | |
| Model II-BParadigm=Bottom-Up, Scale=MS, fps=72018.11 | 69.9 | 62.7 | 60.6 | 59.8 | — | — | — | — | — | — | — | — | — | — | — | |
| OpenSVAIApproach Type=Top-down, Training Annotations=Video + Image2021.04 | 69.7 | — | — | 62.4 | — | — | — | — | — | — | — | — | — | — | — | |
| SOLO-TrackTraining Annotations=Only Image, Components=Instance embedding branch, IC loss, ME regularization2021.04 | 69.3 | — | — | 62.8 | — | — | — | — | — | 65.8 | 71.6 | 56.3 | 56.6 | — | — | |
| SOLO-Track (+ VC)Training Annotations=Only Image, Components=Instance embedding, IC loss, ME reg, Video Correspondence module2021.04 | 69.3 | — | — | 64.2 | — | — | — | — | — | 67.1 | 72.3 | 58.2 | 57.7 | — | — | |
| OKS BaselineTraining Annotations=Only Image2021.04 | 69.2 | — | — | 62 | — | — | — | — | — | 64.9 | 70.9 | 56.3 | 55 | — | — | |
| GNN-based pose dynamics learning2021.06 | 69.2 | 64.3 | 61.7 | — | 74.3 | 77.6 | 71.4 | 65.6 | 66.7 | — | — | — | — | — | — | |
| TKMRNet2021.06 | 68.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Our approachApproach Type=Top-down2020.03 | 68.7 | 64.1 | 61.9 | — | 74.2 | 76.4 | 71.2 | 64.5 | 65.8 | — | — | — | — | — | — | |
| CombDet2021.06 | 68.7 | 64.1 | 61.9 | — | 74.2 | 76.4 | 71.2 | 64.5 | 65.8 | — | — | — | — | — | — | |
| KeyTrack2021.06 | 66.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TML++Approach Type=Bottom-up2020.03 | 65.7 | 56.4 | 52.4 | — | 76 | 76.9 | 66.1 | 65.1 | 61.6 | — | — | — | — | — | — | |
| TML++2021.06 | 65.7 | 56.4 | 52.4 | — | 76 | 76.9 | 66.1 | 65.1 | 61.6 | — | — | — | — | — | — | |
| Model I-BParadigm=Bottom-Up, Scale=SS, fps=132018.11 | 64.9 | 58.3 | 56.7 | 59.6 | — | — | — | — | — | — | — | — | — | — | — | |
| PT_CPN++Approach Type=Top-down2020.03 | 64 | 61.2 | 56.7 | — | 68.8 | 73.5 | 65.6 | 54.9 | 64.6 | — | — | — | — | — | — | |
| PT_CPN++2021.06 | 64 | 61.2 | 56.7 | — | 68.8 | 73.5 | 65.6 | 54.9 | 64.6 | — | — | — | — | — | — | |
| Model II-BParadigm=Bottom-Up, Scale=SS, fps=272018.11 | 63.7 | 56.2 | 54.2 | 58.4 | — | — | — | — | — | — | — | — | — | — | — | |
| STAFApproach Type=Bottom-up2020.03 | 60.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STAF2021.06 | 60.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KeyTrack2021.07 | — | — | — | 66.6 | — | — | — | — | — | — | — | — | — | — | — | |
| LightTrack+2021.07 | — | — | — | 64.8 | — | — | — | — | — | — | — | — | — | 52.2 | 3,024 | |
| MDPN2021.07 | — | — | — | 50.6 | — | — | — | — | — | — | — | — | — | — | — | |
| MiracleApproach Type=Top-down, Training Annotations=Video + Image2021.04 | — | — | — | 64 | — | — | — | — | — | 68.8 | 73.5 | 61.2 | 56.7 | — | — | |
| Miracle2021.07 | — | — | — | 64 | — | — | — | — | — | — | — | — | — | — | — | |
| OpenSVAI2021.07 | — | — | — | 62.4 | — | — | — | — | — | — | — | — | — | — | — | |
| TWVA2021.07 | — | — | — | 64.7 | — | — | — | — | — | — | — | — | — | — | — | |
| UniTrackpre-training=ImageNet, identical observations=true2021.07 | — | — | — | 63.5 | — | — | — | — | — | — | — | — | — | 73.2 | 6,760 | |
| UniTrackpre-training=VFS, identical observations=true2021.07 | — | — | — | 63.3 | — | — | — | — | — | — | — | — | — | 74.2 | 7,091 |