Skeleton-based Temporal Action Segmentation on PKU-MMD (X-view)
76.5AccuracySpectral Scalpel
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Spectral ScalpelFLOPs=11.56G, Param=1.44M2026.03 | 76.5 | 74.5 | 80 | 77.3 | 67.2 | |
| ME-STFLOPs=125.93G, Param=3.42M2026.03 | 74.1 | 70.5 | 76.6 | 73.2 | 62.4 | |
| LPLFLOPs=20.77G, Param=3.23M2026.03 | 70 | 67.7 | 73.3 | 70 | 58.5 | |
| LaSASupervision=Fully-Supervised2026.03 | 69.5 | 67.8 | 72.9 | 69.2 | 57 | |
| LaSAFLOPs=11.65G, Param=1.60M2026.03 | 69.5 | 67.8 | 72.9 | 69.2 | 57 | |
| DeST-FormerSupervision=Fully-Supervised2026.03 | 67.3 | 64.7 | 69.3 | 65.6 | 52 | |
| DeST-FormerFLOPs=8.17G, Param=1.11M2026.03 | 67.3 | 64.7 | 69.3 | 65.6 | 52 | |
| OursSupervision=Point-Supervised2026.03 | 67.1 | 68.8 | 73.5 | 67.2 | 49.5 | |
| MTST-GCNFLOPs=141.9G, Param=2.90M2026.03 | 66.5 | 64 | 67.1 | 62.4 | 49.9 | |
| TS-SupSupervision=Point-Supervised2026.03 | 65.7 | 67.7 | 70.6 | 64 | 45.7 | |
| MS-GCNSupervision=Fully-Supervised2026.03 | 65.3 | 58.1 | 61.3 | 56.7 | 44.1 | |
| MS-GCNFLOPs=40.2G, Param=0.65M2026.03 | 65.3 | 58.1 | 61.3 | 56.7 | 44.1 | |
| ASFormerFLOPs=6.34G, Param=1.04M2026.03 | 64.8 | 62.6 | 65.1 | 60 | 45.8 | |
| TSASPCSupervision=Point-Supervised2026.03 | 62.6 | 65.7 | 68.7 | 62.2 | 41.9 | |
| DeST-TCNSupervision=Fully-Supervised2026.03 | 62.4 | 58.2 | 63.2 | 59.2 | 47.6 | |
| DeST-TCNFLOPs=6.19G, Param=0.78M2026.03 | 62.4 | 58.2 | 63.2 | 59.2 | 47.6 | |
| LTContextFLOPs=3.71G, Param=0.56M2026.03 | 62.3 | 59.6 | 62.9 | 57.8 | 42.6 | |
| ASRFFLOPs=7.15G, Param=1.20M2026.03 | 60.4 | 59.3 | 62.5 | 58 | 46.1 | |
| MS-TCN++FLOPs=5.37G, Param=0.90M2026.03 | 59.1 | 59.4 | 61.6 | 56.1 | 42 | |
| MS-TCNSupervision=Fully-Supervised2026.03 | 58.2 | 56.6 | 58.6 | 53.6 | 39.4 | |
| MS-TCNFLOPs=3.27G, Param=0.54M2026.03 | 58.2 | 56.6 | 58.6 | 53.6 | 39.4 |