| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | PKU-MMD Part I | Accuracy94.5 | 74 | |
| Action Recognition | PKU-MMD (Part II) | Accuracy76.8 | 71 | |
| Action Recognition | PKU-MMD 46/5 I (Xsub) | Accuracy79.1 | 43 | |
| Action Recognition | PKU-MMD (XSub) | Top-1 Acc97.5 | 43 | |
| Action Recognition | PKU-MMD II (xsub) | Accuracy64.3 | 42 | |
| Skeleton-based Temporal Action Segmentation | PKU-MMD (X-sub) | Accuracy76.2 | 35 | |
| Action Recognition | PKU-MMD Cross-View | Accuracy98.7 | 26 | |
| Skeleton-based action recognition | PKU-MMD Phase I (cross-subject) | Accuracy96.2 | 26 | |
| Skeleton-based Temporal Action Segmentation | PKU-MMD (X-view) | Accuracy76.5 | 21 | |
| Skeleton-based Action Recognition | PKU-MMD II (x-sub) | Top-1 Acc59.7 | 21 | |
| 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 | |
| Temporal Action Segmentation | PKU-MMD X-view v2 | Accuracy77 | 13 | |
| Skeleton Action Recognition | PKU-MMD (46/5 split) | Top-1 Accuracy85.15 | 12 | |
| Action Recognition | PKU-MMD cross-view Xview (39/12) | Top-1 Accuracy64.2 | 12 | |
| Action Recognition | PKU-MMD cross-view Xview (46/5) | Top-1 Accuracy89.5 | 12 | |
| Action Recognition | PKU-MMD cross-subject (39/12) | Top-1 Accuracy63.9 | 12 | |
| Action Recognition | PKU-MMD (46/5) | ZSL Accuracy73.5 | 9 | |
| Action Recognition | PKU-MMD (random split) | ZSL Accuracy78.26 | 9 | |
| Skeleton-based Action Recognition | PKU-MMD (random-split) | ZSL Accuracy71.05 | 9 | |
| Action Recognition | PKU-MMD 39/12 Split I (Xview) | Accuracy58.7 | 8 | |
| Action Recognition | PKU-MMD Xsub I (39/12 Split) | Accuracy55.4 | 8 | |
| Zero-shot Action Recognition | PKU-MMD Setting I (46/5) | Accuracy87.8 | 8 | |
| Skeleton-based Action Recognition | PKU-MMD (unseen) | Accuracy94.73 | 8 |