| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | Assembly101 | Action Accuracy47.51 | 18 | |
| Procedural mistake detection | Assembly101-O | Precision78.2 | 8 | |
| Action Anticipation | Assembly101 (val) | Recall@5 (Action, Overall)12.07 | 8 | |
| Action Segmentation | Assembly101 (test) | F1@1033.9 | 5 | |
| Action Recognition | Assembly101-OV (HM) | Verb Top-1 Acc50.5 | 3 | |
| Action Recognition | Assembly101 OV (Novel) | Verb Top-1 Acc45.1 | 3 | |
| Action Recognition | Assembly101-OV (Closed) | Verb Top-1 Acc57.6 | 3 |