Neuron Labeling on ISIC 2019
25.33SCS ScoreCSP
Evaluation Results
| Method | Links | |
|---|---|---|
| CSPAugmentation Strategy=Contrastive Aug, gamma (γ)=0.52026.04 | 25.33 | |
| CLIP-DissectAugmentation Strategy=Contrastive Aug2026.04 | 22.88 | |
| CLIP-DissectAugmentation Strategy=Positive Aug2026.04 | 22.84 | |
| CSPAugmentation Strategy=Contrastive Aug, gamma (γ)=1.02026.04 | 21.56 | |
| CSPAugmentation Strategy=Positive Aug, gamma (γ)=0.52026.04 | 21.55 | |
| CLIP-DissectAugmentation Strategy=No Aug2026.04 | 21.49 | |
| SemanticLensAugmentation Strategy=Contrastive Aug2026.04 | 20 | |
| LEAugmentation Strategy=Contrastive Aug2026.04 | 18.48 | |
| SemanticLensAugmentation Strategy=No Aug2026.04 | 18.34 | |
| CSPAugmentation Strategy=Positive Aug, gamma (γ)=1.02026.04 | 18.07 | |
| CSPAugmentation Strategy=No Aug, gamma (γ)=0.52026.04 | 16.65 | |
| SemanticLensAugmentation Strategy=Positive Aug2026.04 | 15.98 | |
| LEAugmentation Strategy=No Aug2026.04 | 13.97 | |
| LEAugmentation Strategy=Positive Aug2026.04 | 12.89 | |
| CSPAugmentation Strategy=No Aug, gamma (γ)=1.02026.04 | 12.17 |