DeformRS: Certifying input deformations with randomized smoothing

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...

Полное описание

Библиографические подробности
Главные авторы:	Alfarra, M, Bibi, A, Khan, N, Torr, P, Ghanem, B
Формат:	Conference item
Язык:	English
Опубликовано:	Association for the Advancement of Artificial Intelligence 2022

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