Skeleton-based Action Recognition on PKU-MMD II (x-sub)
60.3Top-1 AccAMR
Evaluation results
| Method | Links | |
|---|---|---|
| AMRPatches=125, FLOPs=3.8G, Hours=3.7h, Speedup=8.1×, Protocol=linear evaluation protocol2026.06 | 60.3 | |
| USDRLPublication=AAAI' 25, Modality=J+M+B2025.06 | 59.7 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+C+S, FLOPs/G=2.542025.06 | 58.2 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+C, FLOPs/G=2.172025.06 | 57.3 | |
| GFPPatches=251, FLOPs=4.1G, Hours=4.9h, Speedup=6.1×, Protocol=linear evaluation protocol2026.06 | 56.2 | |
| NAT w/ ConPatches=750, FLOPs=32.8G, Hours=46.6h, Speedup=0.6×, Protocol=linear evaluation protocol2026.06 | 55.3 | |
| 3s-UmURLPublication=ACM MM'23, Modality=J+M+B, FLOPs/G=5.222025.06 | 54.3 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=C, FLOPs/G=1.742025.06 | 54.1 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=C+S, FLOPs/G=2.172025.06 | 54.1 | |
| UmURLPublication=ACM MM'23, Modality=J+M+B, FLOPs/G=2.542025.06 | 54 | |
| MAMPPatches=750, FLOPs=13.7G, Hours=29.9h, Speedup=1×, Protocol=linear evaluation protocol2026.06 | 53.8 | |
| S-JEPAPatches=750, FLOPs=32.8G, Hours=139.8h, Speedup=0.2×, Protocol=linear evaluation protocol2026.06 | 53.5 | |
| 3s-CMDPublication=ECCV'22, Modality=J+M+B, FLOPs/G=17.282025.06 | 52.6 | |
| 3s-PSTLPublication=AAAI' 23, Modality=J+M+B, FLOPs/G=3.452025.06 | 52.3 | |
| UmURLPublication=ACM MM'23, Modality=J, FLOPs/G=1.742025.06 | 52.1 | |
| USDRLPublication=AAAI' 25, Modality=J2025.06 | 51.8 | |
| PCM3Publication=ACM MM'23, Modality=J2025.06 | 51.5 | |
| 3s-CPMPublication=ECCV'22, Modality=J+M+B, FLOPs/G=6.662025.06 | 51.5 | |
| PTSLPublication=AAAI' 23, Modality=J, FLOPs/G=1.152025.06 | 49.3 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+S, FLOPs/G=2.172025.06 | 48.9 | |
| CPMPublication=ECCV'22, Modality=J, FLOPs/G=2.222025.06 | 48.3 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J, FLOPs/G=1.742025.06 | 47.7 | |
| HaLPPublication=CVPR'23, Modality=J2025.06 | 43.5 | |
| CMDPublication=ECCV'22, Modality=J, FLOPs/G=5.762025.06 | 43 | |
| 3s-AimCLRPublication=AAAI' 22, Modality=J+M+B, FLOPs/G=3.452025.06 | 39.5 | |
| SkeletonMAEPatches=750, FLOPs=13.7G, Hours=29.9h, Speedup=1×, Protocol=linear evaluation protocol2026.06 | 36.1 | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=S, FLOPs/G=1.742025.06 | 33.8 |