Semantic Segmentation on CVC-ColonDB
93.03mDiceMedSAM2 (Teacher)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedSAM2 (Teacher)Params (M)=38.96, FLOPs (G)=55.382026.05 | 93.03 | 87.36 | |
| ResUNet++ + SWARDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 88.49 | 80.9 | |
| ResUNet++ + FreeKDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 85.92 | 78.57 | |
| UNeXt + SWARDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 85.3 | 77.42 | |
| UNeXt + FreeKDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 83.17 | 74.58 | |
| UNeXt + CIRKDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 83.08 | 74.16 | |
| UNeXt + MasKDParams (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 82.83 | 73.09 | |
| UNeXt (Student)Params (M)=1.47, FLOPs (G)=4.63, Student Backbone=UNeXt2026.05 | 80.65 | 72.7 | |
| ResUNet++ + CIRKDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 78.12 | 70.81 | |
| ResUNet++ + MasKDParams (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 77.52 | 69.83 | |
| ResUNet++ (Student)Params (M)=4.06, FLOPs (G)=126.84, Student Backbone=ResUNet++2026.05 | 68.05 | 57.96 |