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Neuron Labeling on ResNet101 Neurons (evaluated)

91AUCCSP
81.6484.0786.588.93Apr 24, 2026

Evaluation results

MethodLinks
CSPLabel Augmentation=Contrastive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=812026.0491
CSPLabel Augmentation=Contrastive Aug, Number of neurons=752026.0490
CSPLabel Augmentation=Positive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=612026.0490
SemanticLensLabel Augmentation=Contrastive Aug, Number of neurons=822026.0489
CSPLabel Augmentation=Positive Aug, Number of neurons=582026.0489
LELabel Augmentation=Positive Aug, Number of neurons=512026.0489
CLIP-DissectLabel Augmentation=Contrastive Aug, Number of neurons=692026.0488
SemanticLensLabel Augmentation=Positive Aug, Number of neurons=652026.0488
LELabel Augmentation=Contrastive Aug, Number of neurons=612026.0488
LELabel Augmentation=No Aug2026.0487
CLIP-DissectLabel Augmentation=Positive Aug, Number of neurons=482026.0486
CSPLabel Augmentation=No Aug2026.0486
CSPLabel Augmentation=No Aug, Subtraction Factor (gamma)=0.52026.0486
CLIP-DissectLabel Augmentation=No Aug2026.0483
SemanticLensLabel Augmentation=No Aug2026.0482