Skeleton-based Temporal Action Segmentation on PKU-MMD (X-sub)
76.2AccuracyLaDy
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LaDyFLOPs=13.67G, Param.=1.83M2026.03 | 76.2 | 75.1 | 80.1 | 77.3 | 67 | |
| Spectral ScalpelFLOPs=11.56G, Param=1.44M2026.03 | 75.4 | 74.5 | 79.7 | 76.8 | 66.6 | |
| LPLFLOPs=20.77G, Param=3.23M2026.03 | 74.7 | 72.7 | 78.6 | 75.8 | 64.3 | |
| LPLFLOPs=20.30G, Param.=3.22M2026.03 | 74.7 | 72.7 | 78.6 | 75.8 | 64.3 | |
| LaSASupervision=Fully-Supervised2026.03 | 73.5 | 73.4 | 78.3 | 74.8 | 63.6 | |
| LaSAFLOPs=11.65G, Param=1.60M2026.03 | 73.5 | 73.4 | 78.3 | 74.8 | 63.6 | |
| LaSAFLOPs=10.44G, Param.=1.58M2026.03 | 73.5 | 73.4 | 78.3 | 74.8 | 63.6 | |
| DeST-FormerSupervision=Fully-Supervised2026.03 | 70.3 | 69.3 | 74.5 | 71 | 58.7 | |
| DeST-FormerFLOPs=8.17G, Param=1.11M2026.03 | 70.3 | 69.3 | 74.5 | 71 | 58.7 | |
| DeST-FormerFLOPs=7.71G, Param.=1.10M2026.03 | 70.3 | 69.3 | 74.5 | 71 | 58.7 | |
| SCSASFLOPs=32.70G, Param.=1.80M2026.03 | 70.3 | 68.2 | 72.2 | 68.2 | 56.2 | |
| MTST-GCNFLOPs=141.9G, Param=2.90M2026.03 | 70 | 65.8 | 68.5 | 63.9 | 50.1 | |
| MTST-GCNFLOPs=108.87G, Param.=2.58M2026.03 | 70 | 65.8 | 68.5 | 63.9 | 50.1 | |
| CTCSupervision=Fully-Supervised2026.03 | 69.2 | — | 69.9 | 66.4 | 53.8 | |
| LTContextFLOPs=3.71G, Param=0.56M2026.03 | 68.8 | 68.2 | 72.1 | 68.5 | 55.4 | |
| MS-GCNSupervision=Fully-Supervised2026.03 | 68.5 | — | — | — | 51.6 | |
| MS-GCNFLOPs=40.2G, Param=0.65M2026.03 | 68.5 | — | — | — | 51.6 | |
| ME-STFLOPs=125.93G, Param=3.42M2026.03 | 68.5 | 67.2 | 72.3 | 68.8 | 58.1 | |
| MS-GCNFLOPs=30.97G, Param.=0.63M2026.03 | 68.5 | — | — | — | 51.6 | |
| ME-STFLOPs=97.07G, Param.=3.16M2026.03 | 68.5 | 67.2 | 72.3 | 68.8 | 58.1 | |
| ASFormerFLOPs=6.34G, Param=1.04M2026.03 | 68.3 | 68.1 | 71.9 | 68.2 | 54.5 | |
| ASFormerFLOPs=6.20G, Param.=1.01M2026.03 | 68.3 | 68.1 | 71.9 | 68.2 | 54.5 | |
| ASRFFLOPs=7.15G, Param=1.20M2026.03 | 67.7 | 67.1 | 72.1 | 68.3 | 56.8 | |
| ASRFFLOPs=7.00G, Param.=1.18M2026.03 | 67.7 | 67.1 | 72.1 | 68.3 | 56.8 | |
| DeST-TCNSupervision=Fully-Supervised2026.03 | 67.6 | 66.3 | 71.7 | 68 | 55.5 | |
| DeST-TCNFLOPs=6.19G, Param=0.78M2026.03 | 67.6 | 66.3 | 71.7 | 68 | 55.5 | |
| DeST-TCNFLOPs=5.72G, Param.=0.77M2026.03 | 67.6 | 66.3 | 71.7 | 68 | 55.5 | |
| MSTASFLOPs=34.60G, Param.=1.02M2026.03 | 67.6 | 67 | 72.1 | 69 | 57.1 | |
| MS-TCN++FLOPs=5.37G, Param=0.90M2026.03 | 66 | 66.7 | 69.6 | 65.1 | 51.5 | |
| MS-TCNSupervision=Fully-Supervised2026.03 | 65.5 | — | — | — | 46.3 | |
| MS-TCNFLOPs=3.27G, Param=0.54M2026.03 | 65.5 | — | — | — | 46.3 | |
| MS-TCNFLOPs=3.13G, Param.=0.52M2026.03 | 65.5 | — | — | — | 46.3 | |
| OursSupervision=Point-Supervised2026.03 | 61.6 | 67 | 69.6 | 62.5 | 44.2 | |
| TS-SupSupervision=Point-Supervised2026.03 | 61.4 | 63 | 65.4 | 58.8 | 41.9 | |
| TSASPCSupervision=Point-Supervised2026.03 | 58.3 | 63.9 | 65 | 57.9 | 39.3 |