Impact of Spatial Frequency Based Constraints on Adversarial Robustness

no code implementations • 26 Apr 2021 • Rémi Bernhard, Pierre-Alain Moellic, Martial Mermillod, Yannick Bourrier, Romain Cohendet, Miguel Solinas, Marina Reyboz

Adversarial examples mainly exploit changes to input pixels to which humans are not sensitive to, and arise from the fact that models make decisions based on uninterpretable features.

Adversarial Robustness

VideoMem: Constructing, Analyzing, Predicting Short-term and Long-term Video Memorability

no code implementations • ICCV 2019 • Romain Cohendet, Claire-Hélène Demarty, Ngoc Q. K. Duong, Martin Engilberge

Humans share a strong tendency to memorize/forget some of the visual information they encounter.

Memorization

MediaEval 2018: Predicting Media Memorability Task

no code implementations • 3 Jul 2018 • Romain Cohendet, Claire-Hélène Demarty, Ngoc Duong, Mats Sjöberg, Bogdan Ionescu, Thanh-Toan Do, France Rennes

In this paper, we present the Predicting Media Memorability task, which is proposed as part of the MediaEval 2018 Benchmarking Initiative for Multimedia Evaluation.

Benchmarking Memorization