Neuron Labeling on ImageNet-1K
62.17DMACSP
Evaluation results
| Method | Links | |
|---|---|---|
| CSPArchitecture=SAE-TopK, Augmentation Regime=Contrastive Aug, γ=0.52026.04 | 62.17 | |
| CSPArchitecture=SAE-TopK, Augmentation Regime=Contrastive Aug2026.04 | 62.03 | |
| CSPArchitecture=SAE-TopK, Augmentation Regime=Positive Aug2026.04 | 59.92 | |
| CSPArchitecture=SAE-TopK, Augmentation Regime=Positive Aug, γ=0.52026.04 | 59.71 | |
| CLIP-DissectArchitecture=SAE-TopK, Augmentation Regime=Contrastive Aug2026.04 | 57.78 | |
| CSPArchitecture=SAE-TopK, Augmentation Regime=No Aug, γ=0.52026.04 | 57.25 | |
| CSPArchitecture=SAE-TopK, Augmentation Regime=No Aug2026.04 | 57.21 | |
| LEArchitecture=SAE-TopK, Augmentation Regime=Contrastive Aug2026.04 | 56.81 | |
| LEArchitecture=SAE-TopK, Augmentation Regime=Positive Aug2026.04 | 56.25 | |
| CLIP-DissectArchitecture=SAE-TopK, Augmentation Regime=Positive Aug2026.04 | 55.76 | |
| LEArchitecture=SAE-TopK, Augmentation Regime=No Aug2026.04 | 53.68 | |
| SemanticLensArchitecture=SAE-TopK, Augmentation Regime=Contrastive Aug2026.04 | 53.64 | |
| CLIP-DissectArchitecture=SAE-TopK, Augmentation Regime=No Aug2026.04 | 53.21 | |
| SemanticLensArchitecture=SAE-TopK, Augmentation Regime=Positive Aug2026.04 | 53.09 | |
| SemanticLensArchitecture=SAE-TopK, Augmentation Regime=No Aug2026.04 | 50.36 | |
| CSPArchitecture=ResNet101, Augmentation Regime=Contrastive Aug, γ=0.52026.04 | 41.77 | |
| CSPArchitecture=ResNet101, Augmentation Regime=Contrastive Aug2026.04 | 41.68 | |
| CSPArchitecture=ResNet101, Augmentation Regime=Positive Aug2026.04 | 41.41 | |
| CSPArchitecture=ResNet50, Augmentation Regime=Contrastive Aug2026.04 | 41.15 | |
| CSPArchitecture=ResNet101, Augmentation Regime=Positive Aug, γ=0.52026.04 | 41.11 | |
| CLIP-DissectArchitecture=ResNet101, Augmentation Regime=Contrastive Aug2026.04 | 40.26 | |
| SemanticLensArchitecture=ResNet101, Augmentation Regime=Contrastive Aug2026.04 | 39.79 | |
| CLIP-DissectArchitecture=ResNet101, Augmentation Regime=Positive Aug2026.04 | 39.59 | |
| CSPArchitecture=ResNet50, Augmentation Regime=Positive Aug2026.04 | 39.1 | |
| CLIP-DissectArchitecture=ResNet50, Augmentation Regime=Contrastive Aug2026.04 | 38.88 | |
| CSPArchitecture=ResNet50, Augmentation Regime=Contrastive Aug, γ=0.52026.04 | 38.72 | |
| LEArchitecture=ResNet101, Augmentation Regime=Positive Aug2026.04 | 38.51 | |
| SemanticLensArchitecture=ResNet101, Augmentation Regime=Positive Aug2026.04 | 38.37 | |
| CSPArchitecture=ResNet101, Augmentation Regime=No Aug, γ=0.52026.04 | 37.44 | |
| CSPArchitecture=ResNet101, Augmentation Regime=No Aug2026.04 | 37.13 | |
| LEArchitecture=ResNet101, Augmentation Regime=Contrastive Aug2026.04 | 36.86 | |
| CSPArchitecture=ResNet50, Augmentation Regime=Positive Aug, γ=0.52026.04 | 36.81 | |
| CLIP-DissectArchitecture=ResNet50, Augmentation Regime=Positive Aug2026.04 | 36.37 | |
| CLIP-DissectArchitecture=ResNet101, Augmentation Regime=No Aug2026.04 | 36.16 | |
| CSPArchitecture=SAE-Vanilla, Augmentation Regime=Contrastive Aug2026.04 | 35.33 | |
| SemanticLensArchitecture=ResNet101, Augmentation Regime=No Aug2026.04 | 35.29 | |
| CSPArchitecture=SAE-Vanilla, Augmentation Regime=Positive Aug2026.04 | 35.24 | |
| LEArchitecture=ResNet50, Augmentation Regime=Contrastive Aug2026.04 | 35.19 | |
| LEArchitecture=ResNet50, Augmentation Regime=Positive Aug2026.04 | 35.18 | |
| CSPArchitecture=SAE-Vanilla, Augmentation Regime=No Aug2026.04 | 34.73 | |
| LEArchitecture=ResNet101, Augmentation Regime=No Aug2026.04 | 34.63 | |
| CSPArchitecture=ResNet50, Augmentation Regime=No Aug2026.04 | 34.39 | |
| CLIP-DissectArchitecture=SAE-Vanilla, Augmentation Regime=Positive Aug2026.04 | 34.23 | |
| SemanticLensArchitecture=ResNet50, Augmentation Regime=Contrastive Aug2026.04 | 34.11 | |
| CSPArchitecture=SAE-Vanilla, Augmentation Regime=Contrastive Aug, γ=0.52026.04 | 33.76 | |
| CSPArchitecture=SAE-Vanilla, Augmentation Regime=Positive Aug, γ=0.52026.04 | 33.7 | |
| CLIP-DissectArchitecture=SAE-Vanilla, Augmentation Regime=No Aug2026.04 | 33.37 | |
| CLIP-DissectArchitecture=SAE-Vanilla, Augmentation Regime=Contrastive Aug2026.04 | 33.26 | |
| SemanticLensArchitecture=ResNet50, Augmentation Regime=Positive Aug2026.04 | 32.4 | |
| CSPArchitecture=SAE-Vanilla, Augmentation Regime=No Aug, γ=0.52026.04 | 32.3 | |
| LEArchitecture=SAE-Vanilla, Augmentation Regime=Contrastive Aug2026.04 | 31.4 | |
| CSPArchitecture=ResNet50, Augmentation Regime=No Aug, γ=0.52026.04 | 31.15 | |
| CLIP-DissectArchitecture=ResNet50, Augmentation Regime=No Aug2026.04 | 31.06 | |
| LEArchitecture=ResNet50, Augmentation Regime=No Aug2026.04 | 30.98 | |
| SemanticLensArchitecture=SAE-Vanilla, Augmentation Regime=Contrastive Aug2026.04 | 30.78 | |
| LEArchitecture=SAE-Vanilla, Augmentation Regime=Positive Aug2026.04 | 30.73 | |
| SemanticLensArchitecture=SAE-Vanilla, Augmentation Regime=Positive Aug2026.04 | 30.5 | |
| LEArchitecture=SAE-Vanilla, Augmentation Regime=No Aug2026.04 | 29.16 | |
| SemanticLensArchitecture=SAE-Vanilla, Augmentation Regime=No Aug2026.04 | 28.96 | |
| SemanticLensArchitecture=ResNet50, Augmentation Regime=No Aug2026.04 | 28.21 |