Action Recognition on NTU-60 (x-sub) (1% and 5% Data Evaluation)
76.3Top-1 Acc (5% Labels)Heterogeneous Skeleton-Based Action Representation Learning
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+C+S2025.06 | 76.3 | 55 | |
| UmURLModality=J+M+B2025.06 | 74.6 | 59.6 | |
| 3s-CMDModality=J+M+B2025.06 | 74.3 | 55.6 | |
| CMDModality=J2025.06 | 71 | 50.6 | |
| CrosSCLRModality=J2025.06 | 67.7 | 48.6 | |
| ColorizationModality=J2025.06 | 65.7 | 48.3 | |
| GL-TransformerModality=J2025.06 | 64.5 | — | |
| Hi-TRSModality=J2025.06 | 63.3 | 39.1 | |
| ISCModality=J2025.06 | 59.6 | 35.7 | |
| ASSLModality=J2025.06 | 57.3 | — | |
| MCCModality=J2025.06 | 47.4 | — | |
| 3s-AimCLRModality=J+M+B2025.06 | — | 54.8 | |
| CPMModality=J2025.06 | — | 56.7 | |
| HiCoModality=J2025.06 | — | 54.4 |