9 citations · 9 across the 2 of their papers we have counts for
3 papers
cs.CV2021
Physical world assistive signals for deep neural network classifiers -- neither defense nor attack
Camilo Pestana, Wei Liu, David Glance +2
Deep Neural Networks lead the state of the art of computer vision tasks. Despite this, Neural Networks are brittle in that small changes in the input can drastically affect their p…
cs.CV2020
Defense-friendly Images in Adversarial Attacks: Dataset and Metrics for Perturbation Difficulty
Camilo Pestana, Wei Liu, David Glance +1
Dataset bias is a problem in adversarial machine learning, especially in the evaluation of defenses. An adversarial attack or defense algorithm may show better results on the repor…
cs.CV2020★ 9 cited
Adversarial Perturbations Prevail in the Y-Channel of the YCbCr Color Space
Camilo Pestana, Naveed Akhtar, Wei Liu +2
Deep learning offers state of the art solutions for image recognition. However, deep models are vulnerable to adversarial perturbations in images that are subtle but significantly…