Medical Image Classification on ISIC
79.76AccuracyReprogramming Distillation
Evaluation Results
| Method | Links | |
|---|---|---|
| Reprogramming DistillationStudent=ResNet18, Teacher=LVM-Med2024.07 | 79.76 | |
| AdaptFormerStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 79.76 | |
| RDStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 79.76 | |
| DRDTeacher=LVM-Med 82.74, Student=ResNet182026.05 | 79.76 | |
| HintStudent=ResNet18, Teacher=LVM-Med2024.07 | 79.23 | |
| AdaptFormerStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 78.9 | |
| RDStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 78.9 | |
| CrdStudent=ResNet18, Teacher=LVM-Med2024.07 | 78.77 | |
| NormStudent=ResNet18, Teacher=LVM-Med2024.07 | 78.37 | |
| Reprogramming DistillationStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 78.11 | |
| DRDTeacher=PMC-CLIP 76.92, Student=ResNet182026.05 | 78.11 | |
| VPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 77.84 | |
| MGDStudent=ResNet18, Teacher=Densenet1212024.07 | 77.18 | |
| Reprogramming DistillationStudent=ResNet18, Teacher=Densenet1212024.07 | 77.18 | |
| SemCKDStudent=ResNet18, Teacher=LVM-Med2024.07 | 77.18 | |
| DRDTeacher=RadImageNet 73.41, Student=ResNet182026.05 | 77.18 | |
| VQTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 77.12 | |
| NormStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 77.05 | |
| VPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 77.05 | |
| VQTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 77.05 | |
| MeLoStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 76.98 | |
| LPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 76.92 | |
| LPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 76.79 | |
| AdaptFormerStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 76.79 | |
| RDStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 76.79 | |
| MeLoStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.07 | 76.65 | |
| HintStudent=ResNet18, Teacher=Densenet1212024.07 | 76.52 | |
| VPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 76.52 | |
| VQTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.07 | 76.46 | |
| CrdStudent=ResNet18, Teacher=Densenet1212024.07 | 76.32 | |
| HintStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 76.26 | |
| LPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 76.26 | |
| MeLoStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.07 | 76.19 | |
| VIDStudent=ResNet18, Teacher=Densenet1212024.07 | 75.99 | |
| SemCKDStudent=ResNet18, Teacher=Densenet1212024.07 | 75.99 | |
| MGDStudent=ResNet18, Teacher=LVM-Med2024.07 | 75.99 | |
| VIDStudent=ResNet18, Teacher=LVM-Med2024.07 | 75.93 | |
| SemCKDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 75.73 | |
| CrdStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 75.66 | |
| MGDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 75.33 | |
| VanillaTeacher=PMC-CLIP 76.92, Student=ResNet182026.05 | 70.5 | |
| NormStudent=ResNet18, Teacher=Densenet1212024.07 | 63.76 | |
| VIDStudent=ResNet18, Teacher=PMC-CLIP2024.07 | 54.82 |