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Neuron Labeling on ResNet50 evaluated neurons

92AUCCSP
77.4481.228588.78Apr 24, 2026

Evaluation results

MethodLinks
CSPLabel Augmentation=Contrastive Aug, Number of neurons=952026.0492
CSPLabel Augmentation=Positive Aug, Number of neurons=712026.0491
CLIP-DissectLabel Augmentation=Contrastive Aug, Number of neurons=862026.0489
CSPLabel Augmentation=Contrastive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=872026.0489
LELabel Augmentation=Contrastive Aug, Number of neurons=842026.0489
CSPLabel Augmentation=Positive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=802026.0488
CSPLabel Augmentation=No Aug2026.0487
LELabel Augmentation=Positive Aug, Number of neurons=782026.0487
CLIP-DissectLabel Augmentation=Positive Aug, Number of neurons=522026.0486
LELabel Augmentation=No Aug2026.0486
SemanticLensLabel Augmentation=Contrastive Aug, Number of neurons=772026.0484
CLIP-DissectLabel Augmentation=No Aug2026.0483
CSPLabel Augmentation=No Aug, Subtraction Factor (gamma)=0.52026.0483
SemanticLensLabel Augmentation=Positive Aug, Number of neurons=832026.0482
SemanticLensLabel Augmentation=No Aug2026.0478