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Neuron Labeling on ISIC 2019

25.33SCS ScoreCSP
11.643615.196818.7522.3032Apr 24, 2026

Evaluation results

MethodLinks
CSPAugmentation Strategy=Contrastive Aug, gamma (γ)=0.52026.0425.33
CLIP-DissectAugmentation Strategy=Contrastive Aug2026.0422.88
CLIP-DissectAugmentation Strategy=Positive Aug2026.0422.84
CSPAugmentation Strategy=Contrastive Aug, gamma (γ)=1.02026.0421.56
CSPAugmentation Strategy=Positive Aug, gamma (γ)=0.52026.0421.55
CLIP-DissectAugmentation Strategy=No Aug2026.0421.49
SemanticLensAugmentation Strategy=Contrastive Aug2026.0420
LEAugmentation Strategy=Contrastive Aug2026.0418.48
SemanticLensAugmentation Strategy=No Aug2026.0418.34
CSPAugmentation Strategy=Positive Aug, gamma (γ)=1.02026.0418.07
CSPAugmentation Strategy=No Aug, gamma (γ)=0.52026.0416.65
SemanticLensAugmentation Strategy=Positive Aug2026.0415.98
LEAugmentation Strategy=No Aug2026.0413.97
LEAugmentation Strategy=Positive Aug2026.0412.89
CSPAugmentation Strategy=No Aug, gamma (γ)=1.02026.0412.17