Surgical Phase Recognition on AutoLaparo 21 videos (test)
86.27AccuracySurgformer + TEC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Surgformer + TECBackbone=Surgformer, TEC=Included, EGTP=Excluded2026.05 | 86.27 | 82.16 | 76.11 | 67.21 | 6.45 | 10.67 | |
| Surgformer + TEC + EGTPBackbone=Surgformer, TEC=Included, EGTP=Included2026.05 | 86.27 | 78.18 | 73.79 | 64.62 | 61.77 | 0.48 | |
| Surgformer + EGTPBackbone=Surgformer, TEC=Excluded, EGTP=Included2026.05 | 85.15 | 87.18 | 71.89 | 62.77 | 43.68 | 0.96 | |
| SurgformerBackbone=Surgformer, TEC=Excluded, EGTP=Excluded2026.05 | 84.49 | 76.5 | 71.55 | 61.98 | 4.24 | 14.57 | |
| SKiT + TEC + EGTPBackbone=SKiT, TEC=Included, EGTP=Included2026.05 | 84.1 | 84.26 | 73.29 | 62.9 | 49.47 | 0.78 | |
| Trans-SVNet + TEC + EGTPBackbone=Trans-SVNet, TEC=Included, EGTP=Included2026.05 | 83.79 | 71.1 | 66.96 | 56.89 | 56.6 | 0.26 | |
| SKiT + EGTPBackbone=SKiT, TEC=Excluded, EGTP=Included2026.05 | 82.35 | 81.35 | 71.11 | 60.39 | 49.05 | 0.89 | |
| SKiT + TECBackbone=SKiT, TEC=Included, EGTP=Excluded2026.05 | 82.24 | 74.68 | 72.65 | 61.57 | 5.71 | 10.11 | |
| Trans-SVNet + TECBackbone=Trans-SVNet, TEC=Included, EGTP=Excluded2026.05 | 82.02 | 70.29 | 65.93 | 55.03 | 3.17 | 16.09 | |
| SKiTBackbone=SKiT, TEC=Excluded, EGTP=Excluded2026.05 | 81.59 | 77.95 | 71.9 | 61.29 | 5.11 | 13.38 | |
| Trans-SVNet + EGTPBackbone=Trans-SVNet, TEC=Excluded, EGTP=Included2026.05 | 80.53 | 68 | 62.21 | 51.19 | 39.65 | 1.19 | |
| Trans-SVNetBackbone=Trans-SVNet, TEC=Excluded, EGTP=Excluded2026.05 | 80.16 | 68.73 | 62.65 | 51.22 | 2.94 | 18.8 |