Laparoscopic Segmentation on Gynsurg (unseen)
61.23Dice (C2)LapFM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LapFMManual Prompting=false2025.12 | 61.23 | 35.51 | 67.32 | 47.28 | 58.16 | 48.17 | |
| ReSurgSAM2Manual Prompting=true2025.12 | 46.83 | 43.52 | 45.94 | 41.38 | 55.84 | 44.67 | |
| SurgSAM-2Manual Prompting=true2025.12 | 42.35 | 39.84 | 41.68 | 36.92 | 51.47 | 40.28 | |
| SurgicalSAMManual Prompting=true2025.12 | 38.74 | 35.68 | 37.93 | 32.47 | 46.25 | 35.82 | |
| ADA-SAMManual Prompting=false2025.12 | 37.56 | 34.28 | 36.85 | 31.74 | 45.38 | 34.92 | |
| MedSAMManual Prompting=true2025.12 | 35.92 | 32.47 | 34.68 | 28.95 | 42.83 | 31.74 | |
| SAM2Manual Prompting=true2025.12 | 32.68 | 28.95 | 31.47 | 24.83 | 38.92 | 27.65 | |
| Zig-RiRManual Prompting=false2025.12 | 31.62 | 14.83 | 17.71 | 12.09 | 25.79 | 18.94 | |
| H-SAMManual Prompting=false2025.12 | 30.84 | 26.92 | 29.73 | 22.68 | 36.47 | 25.83 | |
| SAMManual Prompting=true2025.12 | 28.45 | 24.73 | 26.82 | 19.54 | 32.67 | 21.38 | |
| AutoSAMManual Prompting=false2025.12 | 26.73 | 22.48 | 24.95 | 17.82 | 30.54 | 19.67 | |
| UniverSegManual Prompting=false2025.12 | 23.67 | 6.94 | 22.97 | 3.17 | 28.04 | 8.52 | |
| MSDE-NetManual Prompting=false2025.12 | 20.03 | 8.67 | 18.73 | 16.44 | 16.89 | 12.38 | |
| SurgCSSManual Prompting=false2025.12 | 18.8 | 11.45 | 19.72 | 8.86 | 13.42 | 15.27 | |
| nnUnetManual Prompting=false2025.12 | 16.61 | 3.51 | 12.77 | 0.9 | 3.18 | 1.45 | |
| SurginetManual Prompting=false2025.12 | 14.78 | 5.23 | 9.91 | 8.11 | 2.73 | 6.84 |