Multi-Person Pose Estimation on MPII (full test)
92.2Head Joint AccuracyGPN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GPNTime [s]=0.772017.05 | 92.2 | 89.7 | 82.1 | 74.4 | 78.6 | 76.4 | 69.3 | 80.4 | — | |
| Associative Embedding (Our method)Refinement=Single-person pose model [40], Scales=Multi-scale, Backbone=Four stacked hourglass modules2016.11 | 92.1 | 89.3 | 78.9 | 69.8 | 76.2 | 71.6 | 64.7 | 77.5 | — | |
| Newell and Deng2017.05 | 92.1 | 89.3 | 78.9 | 69.8 | 76.2 | 71.6 | 64.7 | 77.5 | — | |
| Newell & Deng2016.12 | 92.1 | 89.3 | 78.9 | 69.8 | 76.2 | 71.6 | 64.7 | 77.5 | — | |
| Newell and DengTime[s]=0.252019.08 | 92.1 | 89.3 | 78.9 | 69.8 | 76.2 | 71.6 | 64.7 | 77.5 | — | |
| Fieraru et al.2019.08 | 91.8 | 89.5 | 80.4 | 69.6 | 77.3 | 71.7 | 65.5 | 78 | — | |
| BU-fullSetting=BU-full2016.12 | 91.5 | 87.8 | 74.6 | 62.5 | 72.2 | 65.3 | 56.7 | 72.9 | 0.12 | |
| RMPE++Human detector=Faster-RCNN with soft-nms [5], Pose estimator=PyraNet [45], Input size=320x2562016.12 | 91.3 | 90.5 | 84 | 76.4 | 80.3 | 79.9 | 72.4 | 82.1 | — | |
| Part Affinity FieldsScale Search=true, s/image=0.0052016.11 | 91.2 | 87.6 | 77.7 | 66.8 | 75.4 | 68.9 | 61.7 | 75.6 | — | |
| Cao et al.venue=CVPR172016.11 | 91.2 | 87.6 | 77.7 | 66.8 | 75.4 | 68.9 | 61.7 | 75.6 | — | |
| Cao et al.Time [s]=1.242017.05 | 91.2 | 87.6 | 77.7 | 66.8 | 75.4 | 68.9 | 61.7 | 75.6 | — | |
| Cao et al.2016.12 | 91.2 | 87.6 | 77.7 | 66.8 | 75.4 | 68.9 | 61.7 | 75.6 | — | |
| Cao et al.Time[s]=0.62019.08 | 91.2 | 87.6 | 77.7 | 66.8 | 75.4 | 68.9 | 61.7 | 75.6 | — | |
| Levinkov et al.venue=CVPR172016.11 | 89.8 | 85.2 | 71.8 | 59.6 | 71.1 | 63 | 53.5 | 70.6 | — | |
| Levinkov et al.2017.05 | 89.8 | 85.2 | 71.8 | 59.6 | 71.1 | 63 | 53.5 | 70.6 | — | |
| Levinkov et al.2016.12 | 89.8 | 85.2 | 71.8 | 59.6 | 71.1 | 63 | 53.5 | 70.6 | — | |
| Levinkov et al.2019.08 | 89.8 | 85.2 | 71.8 | 59.6 | 71.1 | 63 | 53.5 | 70.6 | — | |
| SPMTime[s]=0.0582019.08 | 89.7 | 87.4 | 80.4 | 72.4 | 76.7 | 74.9 | 68.3 | 78.5 | — | |
| DeeperCutOptimization Stages=3-stage (incremental), Excluding out-of-group predictions=true2016.05 | 89.4 | 84.5 | 70.4 | 59.3 | 68.9 | 62.7 | 54.6 | 70 | 485 | |
| DeeperCutSetting=DeeperCut [15]2016.12 | 89.4 | 84.5 | 70.4 | 59.3 | 68.9 | 62.7 | 54.6 | 70 | 485 | |
| Insafutdinov et al. [45]venue=arXiv16a2016.11 | 89.4 | 84.5 | 70.4 | 59.3 | 68.9 | 62.7 | 54.6 | 70 | — | |
| Part Affinity FieldsScale Search=false, s/image=0.0052016.11 | 89 | 84.9 | 74.9 | 64.2 | 71 | 65.6 | 58.1 | 72.5 | — | |
| TD/BU+ SPSetting=TD/BU+ SP2016.12 | 88.8 | 87 | 75.9 | 64.9 | 74.2 | 68.8 | 60.5 | 74.3 | 0.005 | |
| Insafutdinov et al. [27]venue=CVPR172016.11 | 88.8 | 87 | 75.9 | 64.9 | 74.2 | 68.8 | 60.5 | 74.3 | — | |
| Insafutdinov et al.2017.05 | 88.8 | 87 | 75.9 | 64.9 | 74.2 | 68.8 | 60.5 | 74.3 | — | |
| Insafutdinov et al.2016.12 | 88.8 | 87 | 75.9 | 64.9 | 74.2 | 68.8 | 60.5 | 74.3 | — | |
| Insafutdinov et al. [15]2019.08 | 88.8 | 87 | 75.9 | 64.9 | 74.2 | 68.8 | 60.5 | 74.3 | — | |
| Fang et al.venue=arXiv172016.11 | 88.4 | 86.5 | 78.6 | 70.4 | 74.4 | 73 | 65.8 | 76.7 | — | |
| Fang et al.Time [s]=1.52017.05 | 88.4 | 86.5 | 78.6 | 70.4 | 74.4 | 73 | 65.8 | 76.7 | — | |
| RMPE2016.12 | 88.4 | 86.5 | 78.6 | 70.4 | 74.4 | 73 | 65.8 | 76.7 | — | |
| Fang et al.Time[s]=0.42019.08 | 88.4 | 86.5 | 78.6 | 70.4 | 74.4 | 73 | 65.8 | 76.7 | — | |
| DeeperCutOptimization Stages=3-stage (incremental), Excluding out-of-group predictions=false2016.05 | 79.1 | 72.2 | 59.7 | 50 | 56 | 51 | 44.6 | 59.4 | 485 | |
| DeeperCutSetting=DeeperCut [14]2016.12 | 79.1 | 72.2 | 59.7 | 50 | 56 | 51 | 44.6 | 59.4 | 485 | |
| DeeperCuts/image=4852016.11 | 78.4 | 72.5 | 60.2 | 51 | 57.2 | 52 | 45.4 | 59.5 | — | |
| Insafutdinov et al. [28]venue=ECCV162016.11 | 78.4 | 72.5 | 60.2 | 51 | 57.2 | 52 | 45.4 | 59.5 | — | |
| Insafutdinov et al.Time [s]=4852017.05 | 78.4 | 72.5 | 60.2 | 51 | 57.2 | 52 | 45.4 | 59.5 | — | |
| DeeperCut2016.12 | 78.4 | 72.5 | 60.2 | 51 | 57.2 | 52 | 45.4 | 59.5 | — | |
| Insafutdinov et al. [16]Time[s]=4852019.08 | 78.4 | 72.5 | 60.2 | 51 | 57.2 | 52 | 45.4 | 59.5 | — | |
| Faster R-CNN + unaryPre-localization=Faster R-CNN [37], Excluding out-of-group predictions=true2016.05 | 75.1 | 73.6 | 62.7 | 51 | 61.1 | 52.6 | 42.2 | 59.7 | 1 | |
| DeeperCutOptimization Stages=1-stage, Excluding out-of-group predictions=false2016.05 | 73.7 | 65.4 | 54.9 | 45.2 | 52.3 | 47.8 | 40.7 | 54.7 | 2,785 | |
| Faster R-CNN + unaryPre-localization=Faster R-CNN [37], Excluding out-of-group predictions=false2016.05 | 64.9 | 62.9 | 53.4 | 44.1 | 50.7 | 43.1 | 35.2 | 51 | 1 | |
| Iqbal et al.s/image=102016.11 | 58.4 | 53.9 | 44.5 | 35 | 42.2 | 36.7 | 31.1 | 43.1 | — | |
| Iqbal&GallSetting=Iqbal&Gall [16]2016.12 | 58.4 | 53.9 | 44.5 | 35 | 42.2 | 36.7 | 31.1 | 43.1 | 10 | |
| Iqbal & Gallvenue=ECCV162016.11 | 58.4 | 53.9 | 44.5 | 35 | 42.2 | 36.7 | 31.1 | 43.1 | — | |
| Iqbal and GallTime [s]=102017.05 | 58.4 | 53.9 | 44.5 | 35 | 42.2 | 36.7 | 31.1 | 43.1 | — | |
| Iqbal & Gall2016.12 | 58.4 | 53.9 | 44.5 | 35 | 42.2 | 36.7 | 31.1 | 43.1 | — | |
| Iqbal and GallTime[s]=102019.08 | 58.4 | 53.9 | 44.5 | 35 | 42.2 | 36.7 | 31.1 | 43.1 | — |