| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Skeleton-based Action Recognition | NTU 60 (X-sub) | Accuracy94.8 | 220 | |
| Skeleton-based Action Recognition | NTU 120 (X-sub) | Accuracy92 | 139 | |
| Skeleton-based Action Recognition | NTU 60 (X-view) | Accuracy98.7 | 119 | |
| Action Recognition | NTU 120 (Cross-Setup) | Accuracy96.4 | 112 | |
| Skeleton-based Action Recognition | NTU (Cross-Subject) | Accuracy89.4 | 86 | |
| Action Recognition | NTU-120 (cross-subject (xsub)) | Accuracy95.3 | 82 | |
| Action Recognition | NTU-60 (xsub) | Accuracy89.96 | 40 | |
| Action Recognition | NTU120 (cross-subject (CS)) | Top-1 Accuracy95.3 | 36 | |
| Action Recognition | NTU 60 (55/5 split) | Top-1 Acc88.88 | 35 | |
| Action Recognition | NTU-120 110/10 split | Top-1 Acc79.99 | 34 | |
| Skeleton-based Action Recognition | NTU 120 (X-set120) | Accuracy93.8 | 32 | |
| Action Recognition | NTU-60 (Cross-Subject (CS)) | Top-1 Accuracy97 | 31 | |
| Action Recognition | NTU-120 1.0 (Cross-Subject 1 (CS1)) | Top-1 Accuracy90.7 | 28 | |
| Action Recognition | NTU-60 48/12 split | Top-1 Acc56.03 | 27 | |
| Action Recognition | NTU-60 (x-view) | Top-1 Acc (1% labels)60.3 | 22 | |
| One-shot Skeleton-based Action Recognition | NTU-120 SOAR One-shot protocol | Accuracy57.05 | 19 | |
| Action Retrieval | NTU-60 (x-view) | Accuracy93.5 | 18 | |
| Action Retrieval | NTU-60 (x-sub) | Accuracy75 | 18 | |
| Action Recognition | NTU-120 96/24 split | Top-1 Acc65.06 | 18 | |
| Action Retrieval | NTU-120 (x-setup) | Accuracy66.8 | 16 | |
| Action Retrieval | NTU 120 (x-sub) | Accuracy63.3 | 16 | |
| 3D Action Recognition | NTU-120 (X-set) | Top-1 Acc91.3 | 16 | |
| Skeleton Action Recognition | NTU-120 (96/24 random split) | Seen Accuracy82.46 | 15 | |
| Skeleton Action Recognition | NTU-120 (110/10 random split) | Seen Accuracy80.43 | 15 | |
| Skeleton Action Recognition | NTU-60 (48/12 random split) | Seen Accuracy87.63 | 15 |