Semantic Segmentation on CVC-ClinicDB
94.6Dice ScoreMedSAM2 (Teacher)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedSAM2 (Teacher)Params (M)=38.96, FLOPs (G)=55.382026.05 | 94.6 | 90.29 | |
| ResUNet++ + SWARDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 94.45 | 90.03 | |
| UNeXt + SWARDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 93.23 | 87.78 | |
| UNeXt + MasKDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 91.72 | 86.01 | |
| ResUNet++ + FreeKDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 91.61 | 85.77 | |
| UNeXt + FreeKDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 91.51 | 85.18 | |
| ResUNet++ + CIRKDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 91.39 | 85.21 | |
| UNeXt + CIRKDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 91.07 | 84.85 | |
| ResUNet++ + MasKDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 90.62 | 84.32 | |
| UNeXt (Student)Params (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 90.02 | 84.21 | |
| ResUNet++ (Student)Params (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 89.53 | 85.27 |