Human Pose Estimation on J-HMDB sub
99.9Head AccuracyDeciWatch
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeciWatch2025.01 | 99.9 | 99.8 | 99.6 | 99.7 | 98.6 | 99.6 | 96.6 | — | — | 98.9 | — | — | — | — | — | — | — | — | — | — | |
| PoseidonFine-tuning=false, Trained on=PoseTrack212025.01 | 99.5 | 99 | 95.9 | 93.3 | 98.5 | 98.3 | 96.5 | — | — | 97.3 | — | — | — | — | — | — | — | — | — | — | |
| FAMI-PoseBackbone=HRNet-W482022.03 | 99.3 | 98.6 | 94.5 | 91.7 | 99.2 | 91.8 | 95.4 | — | — | 96 | — | — | — | — | — | — | — | — | — | — | |
| CPM2017.12 | 98.4 | 94.7 | 85.5 | 81.7 | 97.9 | 94.9 | 90.3 | — | — | 91.9 | — | — | — | — | — | — | — | — | — | — | |
| CPM2022.03 | 98.4 | 94.7 | 85.5 | 81.7 | 97.9 | 94.9 | 90.3 | — | — | 91.9 | — | — | — | — | — | — | — | — | — | — | |
| DKDNormalization=Person Size, Backbone=ResNet502019.08 | 98.3 | 96.6 | 90.4 | 87.1 | 99.1 | 96 | 92.9 | — | — | — | 94 | — | — | — | — | — | — | — | — | — | |
| DKDBackbone=ResNet-502022.03 | 98.3 | 96.6 | 90.4 | 87.1 | 99.1 | 96 | 92.9 | — | — | 94 | — | — | — | — | — | — | — | — | — | — | |
| DKD2025.01 | 98.3 | 96.6 | 90.4 | 87.1 | 99.1 | 96 | 92.9 | — | — | 94 | — | — | — | — | — | — | — | — | — | — | |
| LSTM PMLSTM module=Yes2017.12 | 98.2 | 96.5 | 89.6 | 86 | 98.7 | 95.6 | 90.9 | — | — | 93.6 | — | — | — | — | — | — | — | — | — | — | |
| Luo et al.Normalization=Person Size2019.08 | 98.2 | 96.5 | 89.6 | 86 | 98.7 | 95.6 | 90.9 | — | — | — | 93.6 | — | — | — | — | — | — | — | — | — | |
| LSTM PM2022.03 | 98.2 | 96.5 | 89.6 | 86 | 98.7 | 95.6 | 90 | — | — | 93.6 | — | — | — | — | — | — | — | — | — | — | |
| MotionAdaptive2022.03 | 98.2 | 97.4 | 91.7 | 85.2 | 99.2 | 96.7 | 92.2 | — | — | 94.7 | — | — | — | — | — | — | — | — | — | — | |
| LSTM PM2025.01 | 98.2 | 96.5 | 89.6 | 86 | 98.7 | 95.6 | 90 | — | — | 93.6 | — | — | — | — | — | — | — | — | — | — | |
| Motion Adaptive2025.01 | 98.2 | 97.4 | 91.7 | 85.2 | 99.2 | 96.7 | 92.2 | — | — | 94.7 | — | — | — | — | — | — | — | — | — | — | |
| RPMLSTM module=No2017.12 | 98 | 95.5 | 86.9 | 82.9 | 97.9 | 94.9 | 89.7 | — | — | 92.2 | — | — | — | — | — | — | — | — | — | — | |
| SimplePose2025.01 | 97.5 | 97.8 | 91.1 | 86 | 99.6 | 96.8 | 92.6 | — | — | 94.4 | — | — | — | — | — | — | — | — | — | — | |
| baselineDescription=author's own baseline2017.03 | 97.2 | 82.2 | 65.2 | 66.5 | 96.3 | 84.4 | 76.8 | — | — | 82.3 | — | — | — | — | — | — | — | — | — | — | |
| ST-inferinference_mode=spatio-temporal2017.03 | 97.1 | 95.7 | 87.5 | 81.6 | 98 | 92.7 | 89.8 | — | — | 92.1 | — | — | — | — | — | — | — | — | — | — | |
| Thin-Slicing Net2017.12 | 97.1 | 95.7 | 87.5 | 81.6 | 98 | 92.7 | 89.8 | — | — | 92.1 | — | — | — | — | — | — | — | — | — | — | |
| Song et al.Normalization=Person Size2019.08 | 97.1 | 95.7 | 87.5 | 81.6 | 98 | 92.7 | 89.8 | — | — | — | 92.1 | — | — | — | — | — | — | — | — | — | |
| Thin-slicing Net2022.03 | 97.1 | 95.7 | 87.5 | 81.6 | 98 | 92.7 | 89.8 | — | — | 92.1 | — | — | — | — | — | — | — | — | — | — | |
| Thin-slicing Net2025.01 | 97.1 | 95.7 | 87.5 | 81.6 | 98 | 92.7 | 89.8 | — | — | 92.1 | — | — | — | — | — | — | — | — | — | — | |
| S-inferinference_mode=spatial2017.03 | 97 | 87.3 | 74.9 | 71.1 | 97.5 | 89.4 | 86 | — | — | 86.9 | — | — | — | — | — | — | — | — | — | — | |
| K-FPNBackbone=ResNet-502022.03 | 95.1 | 96.4 | 95.3 | 91.3 | 96.3 | 95.6 | 92.6 | — | — | 94.7 | — | — | — | — | — | — | — | — | — | — | |
| K-FPN2025.01 | 95.1 | 96.4 | 95.3 | 91.3 | 96.3 | 95.6 | 92.6 | — | — | 94.7 | — | — | — | — | — | — | — | — | — | — | |
| K-FPNBackbone=ResNet-182022.03 | 94.7 | 96.3 | 95.2 | 90.2 | 96.4 | 95.5 | 93.2 | — | — | 94.5 | — | — | — | — | — | — | — | — | — | — | |
| DKDNormalization=Torso Size, Backbone=ResNet502019.08 | 94.4 | 78.9 | 69.8 | 67.6 | 81.8 | 79 | 78.8 | — | — | — | 77.4 | — | — | — | — | — | — | — | — | — | |
| Luo et al.Normalization=Torso Size2019.08 | 92.7 | 75.6 | 66.8 | 64.8 | 78 | 73.1 | 73.3 | — | — | — | 73.6 | — | — | — | — | — | — | — | — | — | |
| ACPSunary_term=Cond(5) + AS, binary_term=Cond(5), features=CCF2016.03 | 90.3 | 76.9 | 59.3 | 55 | 85.9 | 76.4 | 73 | 73.8 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | |
| [12]2017.03 | 90.3 | 76.9 | 59.3 | 55 | 85.9 | 76.4 | 73 | — | — | 73.8 | — | — | — | — | — | — | — | — | — | — | |
| [11]2017.12 | 90.3 | 76.9 | 59.3 | 55 | 85.9 | 76.4 | 73 | — | — | 73.8 | — | — | — | — | — | — | — | — | — | — | |
| Iqal et al.Normalization=Person Size2019.08 | 90.3 | 76.9 | 59.3 | 55 | 85.9 | 76.4 | 73 | — | — | — | 73.8 | — | — | — | — | — | — | — | — | — | |
| Pose-Action2022.03 | 90.3 | 76.9 | 59.3 | 55 | 85.9 | 76.4 | 73 | — | — | 73.8 | — | — | — | — | — | — | — | — | — | — | |
| ACPSunary_term=Cond. (PA) + AS, binary_term=Cond(5), features=CCF2016.03 | 90.1 | 76.7 | 59.2 | 54.7 | 85.6 | 76.2 | 72.9 | 73.6 | 51.2 | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline (Indep)unary_term=Indep., binary_term=Indep., features=CCF2016.03 | 88.1 | 76.3 | 57 | 49.2 | 85 | 75.4 | 71.7 | 71.8 | 48.7 | — | — | — | — | — | — | — | — | — | — | — | |
| Joint Action2022.03 | 83.3 | 63.5 | 33.8 | 21.6 | 76.3 | 62.7 | 53.1 | — | — | 55.7 | — | — | — | — | — | — | — | — | — | — | |
| Nie et al.reference=[15]2016.03 | 80.3 | 63.5 | 32.5 | 21.6 | 76.3 | 62.7 | 53.1 | 55.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| [36]2017.03 | 80.3 | 63.5 | 32.5 | 21.6 | 76.3 | 62.7 | 53.1 | — | — | 55.7 | — | — | — | — | — | — | — | — | — | — | |
| [24]2017.12 | 80.3 | 63.5 | 32.5 | 21.6 | 76.3 | 62.7 | 53.1 | — | — | 55.7 | — | — | — | — | — | — | — | — | — | — | |
| Nie et al.Normalization=Person Size2019.08 | 80.3 | 63.5 | 32.5 | 21.6 | 76.3 | 62.7 | 53.1 | — | — | — | 55.7 | — | — | — | — | — | — | — | — | — | |
| Park & Ramananreference=[16]2016.03 | 79 | 60.3 | 28.7 | 16 | 74.8 | 59.2 | 49.3 | 52.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| [19]2017.03 | 79 | 60.3 | 28.7 | 16 | 74.8 | 59.2 | 49.3 | — | — | 52.5 | — | — | — | — | — | — | — | — | — | — | |
| N-Best2017.12 | 79 | 60.3 | 28.7 | 16 | 74.8 | 59.2 | 49.3 | — | — | 52.5 | — | — | — | — | — | — | — | — | — | — | |
| Park et al.Normalization=Person Size2019.08 | 79 | 60.3 | 28.7 | 16 | 74.8 | 59.2 | 49.3 | — | — | — | 52.5 | — | — | — | — | — | — | — | — | — | |
| Part Models2022.03 | 79 | 60.3 | 28.7 | 16 | 74.8 | 59.2 | 49.3 | — | — | 52.5 | — | — | — | — | — | — | — | — | — | — | |
| Chen & Yuillereference=[1]2016.03 | 78.7 | 68.4 | 48.3 | 39.7 | 76.3 | 66.3 | 60.3 | 62.6 | 42.2 | — | — | — | — | — | — | — | — | — | — | — | |
| Yang & Ramananreference=[38]2016.03 | 73.8 | 57.5 | 30.7 | 22.1 | 69.9 | 58.2 | 48.9 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Indep. U. & Indep. B.reference=[5]2016.03 | 65.6 | 56.4 | 39.1 | 31.1 | 65.2 | 62.8 | 60.9 | 54.4 | 34.4 | — | — | — | — | — | — | — | — | — | — | — | |
| Cherian et al.reference=[2]2016.03 | 47.4 | 18.2 | 0.08 | 0.07 | — | — | — | 16.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DKD2022.11 | — | — | — | — | — | — | — | — | — | — | — | 98.3 | 96.6 | 90.4 | 87.1 | 99.1 | 96 | 92.9 | 94 | — | |
| KFPBackbone=ResNet182022.11 | — | — | — | — | — | — | — | — | — | — | — | 94.7 | 96.3 | 95.2 | 90.2 | 96.4 | 95.5 | 93.2 | 94.5 | — | |
| SimpleBaseline2022.11 | — | — | — | — | — | — | — | — | 81.3 | — | — | 97.5 | 97.8 | 91.1 | 86 | 99.6 | 96.8 | 92.6 | 94.4 | 56.9 | |
| SimpleBaseline + DeciWatch2022.11 | — | — | — | — | — | — | — | — | 94.1 | — | — | 99.8 | 99.5 | 99.7 | 99.7 | 98.7 | 99.4 | 96.5 | 98.8 | 79.4 | |
| SimpleBaseline + HANet2022.11 | — | — | — | — | — | — | — | — | 98.3 | — | — | 99.9 | 99.7 | 99.7 | 99.7 | 99.2 | 99.9 | 98.8 | 99.6 | 91.9 |