| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Phase Classification | IKEA ASM | Accuracy33.81 | 24 | |
| Action Phase Classification | IKEA ASM (Background) | Accuracy (Phase Classification)31.92 | 24 | |
| Action Phase Classification | IKEA ASM No Background | Phase Classification Accuracy33.81 | 24 | |
| Action Recognition | IKEA-ASM | Ovr. Acc.76.8 | 15 | |
| Action Recognition | IKEA-ASM | Top-1 Accuracy78.1 | 11 | |
| Action Recognition | IKEA-ASM | Top-1 Acc72.95 | 6 | |
| Action Anticipation | IKEA-ASM (val) | Top-1 Accuracy52.31 | 6 | |
| Temporal Action Segmentation | IKEA ASM (test) | MOF51.2 | 5 | |
| Fine-grained frame retrieval | IKEA ASM | AP@523.89 | 5 | |
| Phase Classification | IKEA ASM (test) | Accuracy (Tol=0.1)29.78 | 5 | |
| Online Action Segmentation | IKEA ASM | Accuracy60.3 | 5 |