Action Recognition on NTU-60 (x-view) (5% Label Evaluation)
60.3Top-1 Acc (1% labels)UmURL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UmURLModality=J+M+B2025.06 | 60.3 | 78.6 | |
| Decomposition and CompositionModality=J2025.12 | 59.1 | 76.9 | |
| Decomposition and CompositionModality=J+M+B2025.12 | 58.6 | 78.6 | |
| CPMModality=J2025.06 | 57.5 | — | |
| CPMModality=J2025.12 | 57.5 | — | |
| UmURLModality=J+M+B2025.12 | 56.4 | 75.6 | |
| 3s-CMDModality=J+M+B2025.06 | 55.5 | 77.2 | |
| CMDModality=J+M+B2025.12 | 55.5 | 77.2 | |
| UmURLModality=J2025.12 | 55.2 | 73.6 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+C+S2025.06 | 55 | 79.1 | |
| HiCoModality=J2025.06 | 54.8 | — | |
| HiCoModality=J2025.12 | 54.8 | — | |
| 3s-AimCLRModality=J+M+B2025.06 | 54.3 | — | |
| AimCLRModality=J+M+B2025.12 | 54.3 | — | |
| CMDModality=J2025.06 | 53 | 75.3 | |
| CMDModality=J2025.12 | 53 | 75.3 | |
| ColorizationModality=J2025.06 | 52.5 | 70.3 | |
| CrosSCLRModality=J2025.06 | 49.8 | 70.6 | |
| Hi-TRSModality=J2025.06 | 42.9 | 68.3 | |
| Hi-TRSModality=J2025.12 | 42.9 | 68.3 | |
| ISCModality=J2025.06 | 38.1 | 65.7 | |
| ISCModality=J2025.12 | 38.1 | 65.7 | |
| ASSLModality=J2025.06 | — | 63.6 | |
| GL-TransformerModality=J2025.06 | — | 68.5 | |
| GL-TransformerModality=J2025.12 | — | 68.5 | |
| MCCModality=J2025.06 | — | 53.3 | |
| MCCModality=J2025.12 | — | 53.3 |