| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | PKU-MMD Part I | Accuracy94.5 | 53 | |
| Action Recognition | PKU-MMD (Part II) | Accuracy76.8 | 52 | |
| Action Recognition | PKU-MMD II (xsub) | Accuracy64.3 | 42 | |
| Action Recognition | PKU-MMD Cross-View | Accuracy98.7 | 26 | |
| Skeleton-based action recognition | PKU-MMD Phase I (cross-subject) | Accuracy96.2 | 26 | |
| Skeleton-based Action Recognition | PKU-MMD II (x-sub) | Top-1 Acc59.7 | 21 | |
| Action Recognition | PKU-MMD (XSub) | Top-1 Acc97.5 | 20 | |
| Action Recognition | PKU-MMD Cross-Subject | Accuracy95.8 | 18 | |
| Person Identification | PKU MMD-AB View+ (same-activity) | Rank-1 Acc86.83 | 15 | |
| Skeleton Action Recognition | PKU-MMD I (Xsub 46/5 split) | Accuracy89.2 | 14 | |
| Action Recognition | PKU-MMD (random split) | ZSL Accuracy78.26 | 9 | |
| Skeleton-based Action Recognition | PKU-MMD (random-split) | ZSL Accuracy71.05 | 9 | |
| Zero-shot Action Recognition | PKU-MMD Setting I (46/5) | Accuracy87.8 | 8 | |
| Skeleton-based Action Recognition | PKU-MMD (unseen) | Accuracy94.73 | 8 | |
| Action Recognition | PKU-MMD SMIE (46/5) | Top-1 Acc70.76 | 8 | |
| Action Detection | PKU-MMD I (xsub) | mAPa75.7 | 7 | |
| Skeleton Action Recognition | PKU-MMD I Xview 39/12 | Accuracy62.2 | 7 | |
| Skeleton Action Recognition | PKU-MMD Xsub I (39/12 split) | Accuracy61.4 | 7 | |
| Action Classification | PKU-MMD pre-trained on NTU-120 II (cross-subject) | Accuracy0.616 | 6 | |
| Skeleton Action Recognition | PKU-MMD II one-shot | Accuracy38.3 | 6 | |
| Skeleton Action Recognition | PKU-MMD II (39/12 Split) | Accuracy50.2 | 6 | |
| Skeleton Action Recognition | PKU-MMD II (46/5 Split) | Accuracy76.3 | 6 | |
| Action Detection | PKU-MMD Cross-view | mAP94.2 | 5 | |
| Action Detection | PKU-MMD Cross-subject | mAP92.6 | 5 | |
| Person Identification | PKU MMD-AB cross-activity View+ | Rank-1 Acc81.44 | 1 |