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ResearchFormerly WizWand

Medical Image Classification on ISIC

79.76AccuracyReprogramming Distillation
53.822460.556267.2974.0238Jul 9, 2024Oct 28, 2024Feb 16, 2025Jun 7, 2025Sep 26, 2025Jan 15, 2026May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Reprogramming DistillationStudent=ResNet18, Teacher=LVM-Med2024.0779.76
AdaptFormerStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0779.76
RDStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0779.76
DRDTeacher=LVM-Med 82.74, Student=ResNet182026.0579.76
HintStudent=ResNet18, Teacher=LVM-Med2024.0779.23
AdaptFormerStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0778.9
RDStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0778.9
CrdStudent=ResNet18, Teacher=LVM-Med2024.0778.77
NormStudent=ResNet18, Teacher=LVM-Med2024.0778.37
Reprogramming DistillationStudent=ResNet18, Teacher=PMC-CLIP2024.0778.11
DRDTeacher=PMC-CLIP 76.92, Student=ResNet182026.0578.11
VPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0777.84
MGDStudent=ResNet18, Teacher=Densenet1212024.0777.18
Reprogramming DistillationStudent=ResNet18, Teacher=Densenet1212024.0777.18
SemCKDStudent=ResNet18, Teacher=LVM-Med2024.0777.18
DRDTeacher=RadImageNet 73.41, Student=ResNet182026.0577.18
VQTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0777.12
NormStudent=ResNet18, Teacher=PMC-CLIP2024.0777.05
VPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0777.05
VQTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0777.05
MeLoStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0776.98
LPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0776.92
LPTStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0776.79
AdaptFormerStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0776.79
RDStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0776.79
MeLoStudent Backbone=ResNet18, Foundation Model=LVM-Med2024.0776.65
HintStudent=ResNet18, Teacher=Densenet1212024.0776.52
VPTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0776.52
VQTStudent Backbone=MobileNet, Foundation Model=LVM-Med2024.0776.46
CrdStudent=ResNet18, Teacher=Densenet1212024.0776.32
HintStudent=ResNet18, Teacher=PMC-CLIP2024.0776.26
LPTStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0776.26
MeLoStudent Backbone=ShuffleNet, Foundation Model=LVM-Med2024.0776.19
VIDStudent=ResNet18, Teacher=Densenet1212024.0775.99
SemCKDStudent=ResNet18, Teacher=Densenet1212024.0775.99
MGDStudent=ResNet18, Teacher=LVM-Med2024.0775.99
VIDStudent=ResNet18, Teacher=LVM-Med2024.0775.93
SemCKDStudent=ResNet18, Teacher=PMC-CLIP2024.0775.73
CrdStudent=ResNet18, Teacher=PMC-CLIP2024.0775.66
MGDStudent=ResNet18, Teacher=PMC-CLIP2024.0775.33
VanillaTeacher=PMC-CLIP 76.92, Student=ResNet182026.0570.5
NormStudent=ResNet18, Teacher=Densenet1212024.0763.76
VIDStudent=ResNet18, Teacher=PMC-CLIP2024.0754.82