Hard-label model stealing succeeds on medical image classifiers at a 5,000-query budget, and the proposed QueryWise method boosts clone accuracy for gallbladder cancer but not for COVID-19.
In: International Conference on Medical Image Computing and Computer-Assisted Intervention
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Assessing Risk of Stealing Proprietary Models for Medical Imaging Tasks
Hard-label model stealing succeeds on medical image classifiers at a 5,000-query budget, and the proposed QueryWise method boosts clone accuracy for gallbladder cancer but not for COVID-19.