Temporal Action Segmentation on LARa
76.2AccuracySpectral Scalpel
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Spectral ScalpelMethod Category=STAS2026.03 | 76.2 | 64.6 | 72.1 | 70.1 | 59.4 | |
| LPLMethod Category=STAS2026.03 | 76.1 | 65.2 | 72.3 | 70 | 58.6 | |
| LPLFLOPs=20.30G, Param.=3.22M2026.03 | 76.1 | 65.2 | 72.3 | 70 | 58.6 | |
| LaDyFLOPs=13.67G, Param.=1.83M2026.03 | 75.6 | 65.9 | 72.9 | 70.4 | 59.7 | |
| LaSAMethod Category=STAS2026.03 | 75.3 | 65.7 | 71.6 | 69 | 57.9 | |
| LaSAFLOPs=10.44G, Param.=1.58M2026.03 | 75.3 | 65.7 | 71.6 | 69 | 57.9 | |
| DeST-FormerMethod Category=STAS2026.03 | 75.1 | 64.2 | 70.3 | 68 | 57.7 | |
| DeST-FormerFLOPs=7.71G, Param.=1.10M2026.03 | 75.1 | 64.2 | 70.3 | 68 | 57.7 | |
| MSTASFLOPs=34.60G, Param.=1.02M2026.03 | 74.8 | 60.8 | 66.2 | 62.2 | 50.4 | |
| ME-STMethod Category=STAS2026.03 | 74.2 | 65 | 71 | 68.2 | 57.1 | |
| SCSASFLOPs=32.70G, Param.=1.80M2026.03 | 74.2 | 61.7 | 67.3 | 65.2 | 53.5 | |
| ME-STFLOPs=97.07G, Param.=3.16M2026.03 | 74.2 | 65 | 71 | 68.2 | 57.1 | |
| MTST-GCNMethod Category=STAS2026.03 | 73.7 | 58.6 | 63.8 | 59.4 | 47.6 | |
| MTST-GCNFLOPs=108.87G, Param.=2.58M2026.03 | 73.7 | 58.6 | 63.8 | 59.4 | 47.6 | |
| DeST-TCNMethod Category=STAS2026.03 | 72.6 | 63.7 | 69.7 | 66.7 | 55.8 | |
| DeST-TCNFLOPs=5.72G, Param.=0.77M2026.03 | 72.6 | 63.7 | 69.7 | 66.7 | 55.8 | |
| ASFormerMethod Category=VTAS2026.03 | 72.2 | 62.2 | 66.1 | 61.9 | 49.2 | |
| ASFormerFLOPs=6.20G, Param.=1.01M2026.03 | 72.2 | 62.2 | 66.1 | 61.9 | 49.2 | |
| ASRFMethod Category=VTAS2026.03 | 71.9 | 63 | 68.3 | 65.3 | 53.2 | |
| ASRFFLOPs=7.00G, Param.=1.18M2026.03 | 71.9 | 63 | 68.3 | 65.3 | 53.2 | |
| MS-TCN++Method Category=VTAS2026.03 | 71.7 | 58.6 | 60.1 | 58.6 | 47 | |
| LTContextMethod Category=VTAS2026.03 | 71.4 | 62.5 | 68.1 | 64.3 | 52.1 | |
| MS-TCNMethod Category=VTAS2026.03 | 65.8 | — | — | — | 39.6 | |
| MS-TCNFLOPs=3.13G, Param.=0.52M2026.03 | 65.8 | — | — | — | 39.6 | |
| MS-GCNMethod Category=STAS2026.03 | 65.6 | — | — | — | 43.6 | |
| MS-GCNFLOPs=30.97G, Param.=0.63M2026.03 | 65.6 | — | — | — | 43.6 |