Brain Programming is Immune to Adversarial Attacks: Towards Accurate and Robust Image Classification using Symbolic Learning

no code implementations • 1 Mar 2021 • Gerardo Ibarra-Vazquez, Gustavo Olague, Mariana Chan-Ley, Cesar Puente, Carlos Soubervielle-Montalvo

Additionally, the statistical analysis showed that the predictions' confidence of BP were not significantly different for each pair of clean and perturbed images in every experiment.

Image Classification

A Deep Genetic Programming based Methodology for Art Media Classification Robust to Adversarial Perturbations

no code implementations • 3 Oct 2020 • Gustavo Olague, Gerardo Ibarra-Vazquez, Mariana Chan-Ley, Cesar Puente, Carlos Soubervielle-Montalvo, Axel Martinez

Therefore, this work presents a Deep Genetic Programming method, called Brain Programming, that competes with deep learning and studies the transferability of adversarial attacks using two artworks databases made by art experts.

Adversarial Attack General Classification