The authors propose using metamorphic relations based on distance ratio preserving affine transformations to detect whether an input image is adversarial with high accuracy.
Robust Physical -World Attacks on Deep Learning Visual Classification
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Metamorphic Detection of Adversarial Examples in Deep Learning Models With Affine Transformations
The authors propose using metamorphic relations based on distance ratio preserving affine transformations to detect whether an input image is adversarial with high accuracy.