Surgical workflow recognition on PitVis (test)
86.52AccuracyUniSurg
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniSurg2026.02 | 86.52 | 75.53 | 65.51 | |
| GastroNet2026.02 | 82.95 | 65.22 | 55.85 | |
| VideoMAEModel Variant=L2026.02 | 80.62 | 56.89 | 47.75 | |
| DinoV3Model Variant=L2026.02 | 78.24 | 55.75 | 46.24 | |
| DinoV3Model Variant=H2026.02 | 76.7 | 50.18 | 41.09 | |
| VideoMAEModel Variant=G2026.02 | 72.52 | 44.34 | 35.59 | |
| SurgVLP2026.02 | 70.99 | 29.89 | 32.06 | |
| EndoFM2026.02 | 63.31 | 31.86 | 23.46 | |
| Endo Mamba2026.02 | 61.54 | 35.27 | 27.84 | |
| EndoSSL2026.02 | 56.72 | 27 | 19.6 | |
| EndoViT2026.02 | 53.09 | 28.32 | 20.77 | |
| SurgeNetXL2026.02 | 50.99 | 18.6 | 13.83 | |
| Selfsupsurg2026.02 | 47.87 | 18.63 | 13.43 | |
| GSViT2026.02 | 26.68 | 3.42 | 2.29 |