The authors propose using metamorphic relations based on distance ratio preserving affine transformations to detect whether an input image is adversarial with high accuracy.
DeepFool: A Simple and Accurate Method to Fool Deep Neural Networks
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2019 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.