| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Phase Classification | Penn Action | Phase Classification Accuracy86.05 | 48 | |
| Phase classification | Penn Action (test) | Accuracy86.05 | 45 | |
| Video Alignment | Penn Action | Kendall's Tau0.9728 | 33 | |
| Action Recognition | Penn-Action (test) | Accuracy98.7 | 27 | |
| Pose Estimation | Penn Action Dataset (test) | Head98.9 | 19 | |
| Action Recognition | Penn Action | Accuracy99.7 | 17 | |
| Human Pose Estimation | Penn-Action | Head Acc98 | 16 | |
| Human Pose Forecasting | Penn Action | PCK@0.05 (Frame 1)87.5 | 11 | |
| Phase Progression | Penn Action | Progress0.6839 | 10 | |
| Kendall's Tau | Penn Action | Kendall's Tau0.7672 | 10 | |
| Temporal Alignment | Penn Action 11 actions (test) | Kendall's Tau0.8275 | 9 | |
| Pose-guided person image generation | Penn Action (PA) (test) | PSNR22.94 | 7 | |
| 2D action recognition | Penn Action | Accuracy98.6 | 7 | |
| Pose Estimation | Penn Action | PCK99.3 | 6 | |
| Action Phase Progression | Penn Action (val) | Progress0.7217 | 5 | |
| Phase Progression | Penn Action 11 actions (test) | Progress73.94 | 5 | |
| Fine-grained frame retrieval | Penn Action 11 actions subset | AP@579.49 | 5 | |
| Fine-grained frame retrieval | Penn Action | AP@589.9 | 5 | |
| Progress Estimation | Penn Action (test) | Progress62.52 | 4 | |
| 2D Human Pose Estimation | Penn Action (test) | Recon Error (Baseball Pitch)12.71 | 4 |