DeformRS: Certifying input deformations with randomized smoothing

Deep neural networks are vulnerable to input deformations in the form of vector fields of pixel displacements and to other parameterized geometric deformations e.g. translations, rotations, etc. Current input deformation certification methods either 1. do not scale to deep networks on large input da...

Повний опис

Бібліографічні деталі
Автори: Alfarra, M, Bibi, A, Khan, N, Torr, P, Ghanem, B
Формат: Conference item
Мова:English
Опубліковано: Association for the Advancement of Artificial Intelligence 2022