Tissue Segmentation on Combined (Dresden, CholecSeg8k, AutoLaparoT3, EndoScapes-CVS201, M2caiSeg) (test)
92.96Dice P2LapFM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LapFMManual Prompt (MP)=false2025.12 | 92.96 | 98.41 | 92.95 | 279.45 | 9.72 | 280.02 | |
| Zig-RiRManual Prompt (MP)=false2025.12 | 86.65 | 21.58 | 86.95 | 318.73 | 468.24 | 325.39 | |
| ReSurgSAM2Manual Prompt (MP)=true2025.12 | 85.21 | 48.75 | 85.22 | 283.88 | 80.35 | 284.4 | |
| SurgCSSManual Prompt (MP)=false2025.12 | 84.02 | 19.73 | 84.31 | 335.46 | 487.93 | 341.85 | |
| SurgSAM-2Manual Prompt (MP)=true2025.12 | 82.89 | 26.15 | 83.04 | 299.44 | 197.42 | 373.64 | |
| SurgicalSAMManual Prompt (MP)=true2025.12 | 81.47 | 38.65 | 81.53 | 295.84 | 87.26 | 448.35 | |
| ADA-SAMManual Prompt (MP)=false2025.12 | 80.65 | 35.82 | 80.71 | 307.28 | 95.48 | 442.16 | |
| SAM2Manual Prompt (MP)=true2025.12 | 79.73 | 33.47 | 79.76 | 310.22 | 93.53 | 473.07 | |
| nnUnetManual Prompt (MP)=false2025.12 | 79.72 | 17.96 | 79.54 | 287.35 | 512.68 | 294.73 | |
| H-SAMManual Prompt (MP)=false2025.12 | 77.86 | 29.47 | 77.92 | 328.45 | 118.67 | 456.83 | |
| MSDE-NetManual Prompt (MP)=false2025.12 | 76.66 | 13.45 | 76.92 | 308.54 | 543.37 | 315.68 | |
| UniverSegManual Prompt (MP)=false2025.12 | 75.58 | 15.76 | 75.77 | 346.92 | 524.85 | 353.29 | |
| SAMManual Prompt (MP)=true2025.12 | 75.33 | 7.82 | 75.47 | 342.77 | 122.1 | 465.67 | |
| SurginetManual Prompt (MP)=false2025.12 | 74.95 | 12.83 | 75.24 | 324.87 | 578.92 | 331.56 | |
| AutoSAMManual Prompt (MP)=false2025.12 | 73.28 | 6.54 | 73.39 | 367.59 | 645.73 | 489.24 | |
| MedSAMManual Prompt (MP)=true2025.12 | 38.92 | 68.79 | 38.85 | 629.65 | 194.98 | 300.88 |