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ResearchFormerly WizWand

5-way Few-shot Image Classification on ISIC

56.74AccuracyFLoR
30.573637.366844.1650.9532Mar 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.0356.74
SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0355.9
SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0355.43
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0354.09
NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.0354.05
StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.0353.05
SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0351.82
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0351.56
FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.0351.44
SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0351.1
ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.0349.79
RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.0349.06
Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.0348.11
StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.0345.77
ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.0344.91
GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.0343.94
FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.0343.17
FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.0338.81
FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.0338.11
HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0338.08
HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0338.05
SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0338.01
SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0337.92
SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0337.63
SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0337.63
StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.0335.76
ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.0334.94
StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.0333.96
ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.0333.21
GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.0332.02
FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.0331.58