Random Smoothing

Findings

• IC-684CLIP ViT-B/32 misclassifies 99% of forest satellite images as ocean when the word 'ocean' is overlaid as text [supporting]
• IC-685CLIP ViT-B/32 with a linear probe relies on gender as a spurious correlation for hair color, achieving only 15.85% accuracy on female gray hair [supporting]