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ResearchFormerly WizWand

Diabetic Retinopathy Classification on DeepDR (test)

0.61AccuracyFishr
0.288640.372070.45550.53893Jun 10, 2024Sep 7, 2024Dec 5, 2024Mar 4, 2025Jun 1, 2025Aug 29, 2025Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
FishrBackbone=ResNet-502024.060.610.7210.301
Fishrprotocol=Cross-domain evaluation2025.110.61—0.301
CABNetBackbone=ResNet-502024.060.5540.70.32
CABNetprotocol=Cross-domain evaluation2025.110.554—0.32
VAE-DGBackbone=ResNet-502024.060.5360.7540.334
HAPMprotocol=Cross-domain evaluation2025.110.527—0.419
ATSBackbone=ResNet-502024.060.5240.7270.335
ATSprotocol=Cross-domain evaluation2025.110.524—0.335
MDLTBackbone=ResNet-502024.060.5020.7310.337
MDLTprotocol=Cross-domain evaluation2025.110.502—0.337
MixupBackbone=ResNet-502024.060.4970.7070.333
Mixupprotocol=Cross-domain evaluation2025.110.497—0.333
ERMBackbone=ResNet-502024.060.4730.7070.312
CLIP-DRprotocol=Cross-domain evaluation2025.110.458—0.326
LGPNprotocol=Cross-domain evaluation2025.110.457—0.343
GREENBackbone=ResNet-502024.060.4460.7120.311
GREENprotocol=Cross-domain evaluation2025.110.446—0.311
DECOBackbone=ResNet-502024.060.4030.7820.358
GDRNetBackbone=ResNet-502024.060.40.7610.35
GDRNetprotocol=Cross-domain evaluation2025.110.4—0.35
ProtoNetprotocol=Cross-domain evaluation2025.110.398—0.274
DRGenBackbone=ResNet-502024.060.3940.7850.316
DRGenprotocol=Cross-domain evaluation2025.110.394—0.316
DDAIGBackbone=ResNet-502024.060.3850.7320.297
DDAIGprotocol=Cross-domain evaluation2025.110.385—0.297
MIL-ViTprotocol=Cross-domain evaluation2025.110.382—0.363
SemFewprotocol=Cross-domain evaluation2025.110.352—0.238
MixStyleBackbone=ResNet-502024.060.320.5330.146
MixStyleprotocol=Cross-domain evaluation2025.110.32—0.146
ViT-B/16protocol=Cross-domain evaluation2025.110.301—0.205