A label-free attack that perturbs only 0.1% of patches in a whole-slide image can shift the model's global representation and substantially degrade downstream pathology task accuracy.
The somatic genomic landscape of chromophobe renal cell carcinoma.Cancer Cell, 26(3):319–330, 2014
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The Butterfly Effect in Pathology: Exploring Security in Pathology Foundation Models
A label-free attack that perturbs only 0.1% of patches in a whole-slide image can shift the model's global representation and substantially degrade downstream pathology task accuracy.