no code implementations • 11 Jan 2021 • Sumedha Singla, Motahhare Eslami, Brian Pollack, Stephen Wallace, Kayhan Batmanghelich
We adopted a Generative Adversarial Network (GAN) to generate a progressive set of perturbations to a query image, such that the classification decision changes from its original class to its negation.
2 code implementations • ICLR 2020 • Sumedha Singla, Brian Pollack, Junxiang Chen, Kayhan Batmanghelich
As machine learning methods see greater adoption and implementation in high stakes applications such as medical image diagnosis, the need for model interpretability and explanation has become more critical.