3D MRI Segmentation on ISLES 2022
76.88mDiceTeacher-MedNeXt
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Teacher-MedNeXtParams(M)=12.10, FLOPs(G)=974.582026.07 | 76.88 | 14.12 | — | 85.64 | |
| TeacherModel Role=Teacher2026.05 | 76.66 | 9.04 | 83.82 | — | |
| DPRDParams(M)=1.95, FLOPs(G)=497.792026.07 | 75.16 | 13.08 | — | 85.92 | |
| CIRKDParams(M)=1.95, FLOPs(G)=497.792026.07 | 74.04 | 14.43 | — | 85.06 | |
| DCDModel Role=Student, Knowledge Distillation=DCD2026.05 | 73.95 | 12.95 | 83.47 | — | |
| FitNetParams(M)=1.95, FLOPs(G)=497.792026.07 | 73.93 | 16.79 | — | 84.29 | |
| Baseline-PlainConvUNetParams(M)=1.95, FLOPs(G)=497.792026.07 | 72.92 | 17.21 | — | 83.34 | |
| RKDParams(M)=1.95, FLOPs(G)=497.792026.07 | 72.85 | 18.42 | — | 83.51 | |
| FeatureModel Role=Student, Knowledge Distillation=Feature2026.05 | 72.7 | 10.45 | 83.58 | — | |
| IFVDModel Role=Student, Knowledge Distillation=IFVD2026.05 | 72.43 | 11.9 | 83.3 | — | |
| Logits KDParams(M)=1.95, FLOPs(G)=497.792026.07 | 72.02 | 17.49 | — | 82.61 | |
| CWDModel Role=Student, Knowledge Distillation=CWD2026.05 | 71.94 | 9.48 | 82.74 | — | |
| LogitsModel Role=Student, Knowledge Distillation=Logits2026.05 | 71.51 | 12.75 | 82.66 | — | |
| FreeKDModel Role=Student, Knowledge Distillation=FreeKD2026.05 | 71.03 | 12.36 | 81.86 | — | |
| w/o KDModel Role=Student, Knowledge Distillation=None2026.05 | 70.21 | 18.94 | 81.22 | — |