| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | NTU-60 (xsub) | Accuracy97.1 | 223 | |
| Skeleton-based Action Recognition | NTU 60 (X-sub) | Accuracy94.8 | 220 | |
| Action Recognition | NTU-120 (cross-subject (xsub)) | Accuracy95.3 | 211 | |
| Action Recognition | NTU 120 (Cross-Setup) | Accuracy96.4 | 203 | |
| Skeleton-based Action Recognition | NTU 120 (X-sub) | Accuracy92 | 139 | |
| Skeleton-based Action Recognition | NTU 60 (X-view) | Accuracy98.7 | 119 | |
| Action Recognition | NTU-60 (xview) | Accuracy98.8 | 117 | |
| Action Recognition | NTU-60 48/12 split | Top-1 Acc65.5 | 103 | |
| Skeleton-based Action Recognition | NTU (Cross-Subject) | Accuracy89.4 | 86 | |
| Action Recognition | NTU-120 96/24 split | Top-1 Acc67.2 | 84 | |
| Action Recognition | NTU 60 (55/5 split) | Top-1 Acc88.88 | 57 | |
| Action Recognition | NTU-120 110/10 split | Top-1 Acc79.99 | 56 | |
| Action Recognition | NTU120 (cross-subject (CS)) | Top-1 Accuracy95.3 | 36 | |
| Action Recognition | NTU-60 (x-sub) | Accuracy (10% data)88.8 | 35 | |
| Skeleton Action Recognition | NTU-120 (96/24 random split) | Accuracy66.52 | 34 | |
| Skeleton-based Action Recognition | NTU 120 (X-set120) | Accuracy93.8 | 32 | |
| Action Recognition | NTU-60 (Cross-Subject (CS)) | Top-1 Accuracy97 | 31 | |
| 3D Action Recognition | NTU-120 (X-set) | Top-1 Acc92.3 | 30 | |
| Action Retrieval | NTU-60 (x-view) | Accuracy93.5 | 28 | |
| Action Retrieval | NTU-60 (x-sub) | Accuracy75 | 28 | |
| Action Recognition | NTU-120 1.0 (Cross-Subject 1 (CS1)) | Top-1 Accuracy90.7 | 28 | |
| Hypergraph Node Classification | NTU 2012 (test) | Accuracy93.32 | 27 | |
| Skeleton Action Recognition | NTU-120 (110/10 random split) | Top-1 Accuracy75.24 | 24 | |
| Skeleton Action Recognition | NTU-60 (55/5 random split) | Seen Accuracy82.7 | 23 | |
| Action Recognition | NTU-60 (x-view) | Top-1 Acc (1% labels)60.3 | 22 |