Action Recognition on JHMDB (Mean over 3 splits)
77.2AccuracyDD-Net (filters=64)
Evaluation results
| Method | Links | |
|---|---|---|
| DD-Net (filters=64)Parameters=1.82 M, Filters=64, Speed on GPU=2,200 FPS, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 77.2 | |
| DD-Net (filters=32)Parameters=0.50 M, Filters=32, Speed on GPU=3,100 FPS, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 73.7 | |
| DD-Net (filters=64, w/o global fast motion)Parameters=0.48 M, Filters=64, Global motion=w/o fast, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 73.1 | |
| DD-Net (filters=64, w/o global slow motion)Parameters=0.48 M, Filters=64, Global motion=w/o slow, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 72.5 | |
| DD-Net (filters=64, w/o global fast&slow motion)Parameters=0.46 M, Filters=64, Global motion=w/o fast & slow, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 70.3 | |
| PA3DFeatures Used=P + CF + PAF, Use difference features=true, Ensemble pose model=true2020.10 | 69.5 | |
| JMRNFeatures Used=P2020.10 | 68.55 | |
| PoTionParameters=4.87 M, Speed on GPU=100 FPS, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 67.9 | |
| DD-Net (filters=16)Parameters=0.15 M, Filters=16, Speed on GPU=3,500 FPS, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 65.7 | |
| EHPIParameters=1.22 M, Speed on GPU=29 FPS, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 65.5 | |
| STAR-NetFeatures Used=CF2020.10 | 64.3 | |
| SIP-NetFeatures Used=CF2020.10 | 62.4 | |
| PA3DFeatures Used=P, Use difference features=true, Ensemble pose model=true2020.10 | 61.2 | |
| EHPIFeatures Used=P2020.10 | 60.5 | |
| PA3DFeatures Used=P2020.10 | 60.1 | |
| PoTionType=Pure pose-based2019.04 | 57 | |
| PotionFeatures Used=P2020.10 | 57 | |
| Chained NetParameters=17.50 M, Speed on GPU=33 FPS, Skeleton Type=2D, Skeleton Source=Manually annotated2019.07 | 56.8 |