Surgical workflow recognition on PMLR 50
91.91AccuracyUniSurg
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniSurg2026.02 | 91.91 | 85.65 | 78.56 | |
| VideoMAE-LBackbone variant=Large2026.02 | 84.5 | 68.68 | 58.25 | |
| VideoMAE-GBackbone variant=Giant2026.02 | 84.07 | 65.61 | 54.94 | |
| DinoV3-LBackbone variant=Large2026.02 | 82.98 | 63.85 | 53.76 | |
| GastroNet2026.02 | 78.28 | 56.94 | 47.23 | |
| EndoSSL2026.02 | 78.16 | 46.43 | 39.88 | |
| SurgVLP2026.02 | 76.75 | 51.23 | 42.38 | |
| Endo Mamba2026.02 | 75.5 | 46.34 | 35.91 | |
| EndoViT2026.02 | 75.41 | 41.92 | 34.51 | |
| DinoV3-HBackbone variant=Huge2026.02 | 73.18 | 37.59 | 29.74 | |
| Selfsupsurg2026.02 | 70.55 | 29.81 | 24.73 | |
| EndoFM2026.02 | 65.44 | 35.35 | 25.03 | |
| GSViT2026.02 | 65.37 | 16.13 | 14.4 | |
| SurgeNetXLBackbone variant=XL2026.02 | 65.26 | 16.13 | 13.39 |