Pose Estimation on Penn Action Dataset (test)
98.9HeadLSTM PM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LSTM PM2017.12 | 98.9 | 98.6 | 96.6 | 96.6 | 98.2 | 98.2 | 97.5 | 97.7 | |
| Luo et al.Normalization=Person Size, Flops(G)=70.98, Time(ms)=252019.08 | 98.9 | 98.6 | 96.6 | 96.6 | 98.2 | 98.2 | 97.5 | 97.7 | |
| DKD(ResNet50)Normalization=Person Size, Flops(G)=8.65, Time(ms)=11, Backbone=ResNet-502019.08 | 98.8 | 98.7 | 96.8 | 97 | 98.2 | 98.1 | 97.2 | 97.8 | |
| CPM2017.12 | 98.6 | 97.9 | 95.9 | 95.8 | 98.1 | 97.3 | 96.6 | 97.1 | |
| RPMdescription=Baseline removing LSTM module from LSTM PM2017.12 | 98.5 | 98.2 | 95.6 | 95.1 | 97.4 | 97.5 | 96.8 | 97 | |
| DKD(SmallCPM)Normalization=Person Size, Flops(G)=9.96, Time(ms)=12, Backbone=SmallCPM2019.08 | 98.4 | 97.3 | 96.1 | 95.5 | 97 | 97.3 | 96.6 | 96.8 | |
| Thin-Slicing Net2017.12 | 98 | 97.3 | 95.1 | 94.7 | 97.1 | 97.1 | 96.9 | 96.5 | |
| Song et al.Normalization=Person Size2019.08 | 98 | 97.3 | 95.1 | 94.7 | 97.1 | 97.1 | 96.9 | 96.5 | |
| DKD(ResNet50)Normalization=Torso Size, Flops(G)=8.65, Time(ms)=11, Backbone=ResNet-502019.08 | 96.6 | 93.7 | 92.9 | 91.2 | 88.8 | 94.3 | 93.7 | 92.9 | |
| Luo et al.Normalization=Torso Size, Flops(G)=70.98, Time(ms)=252019.08 | 96 | 93.6 | 92.4 | 91.1 | 88.3 | 94.2 | 93.5 | 92.6 | |
| DKD(SmallCPM)Normalization=Torso Size, Flops(G)=9.96, Time(ms)=12, Backbone=SmallCPM2019.08 | 96 | 93.5 | 92 | 90.6 | 87.8 | 94 | 93.1 | 92.4 | |
| Gkioxari et al.Normalization=Person Size2019.08 | 95.8 | 93.8 | 90.4 | 90.7 | 91.8 | 90.8 | 91.5 | 91.8 | |
| Chained Model2017.12 | 95.6 | 93.8 | 90.4 | 90.7 | 91.8 | 90.8 | 91.5 | 91.8 | |
| [11]2017.12 | 89.1 | 86.4 | 73.9 | 73 | 85.3 | 79.9 | 80.3 | 81.1 | |
| Iqal et al.Normalization=Person Size2019.08 | 89.1 | 86.4 | 73.9 | 73 | 85.3 | 79.9 | 80.3 | 81.1 | |
| [24]2017.12 | 64.2 | 55.4 | 33.8 | 24.4 | 56.4 | 54.1 | 48 | 48 | |
| Nie et al.Normalization=Person Size2019.08 | 64.2 | 55.4 | 33.8 | 24.4 | 56.4 | 54.1 | 48 | 48 | |
| N-Best2017.12 | 62.8 | 52 | 32.3 | 23.3 | 53.3 | 50.2 | 43 | 45.3 | |
| Park et al.Normalization=Person Size2019.08 | 62.8 | 52 | 32.3 | 23.3 | 53.3 | 50.2 | 43 | 45.3 |