Using the Overlapping Score to Improve Corruption Benchmarks

Autor: Laugros, Alfred, Caplier, Alice, Ospici, Matthieu

Neural Networks are sensitive to various corruptions that usually occur in real-world applications such as blurs, noises, low-lighting conditions, etc. To estimate the robustness of neural networks to these common corruptions, we generally use a grou

Externí odkaz: http://arxiv.org/abs/2105.12357

Are Adversarial Robustness and Common Perturbation Robustness Independent Attributes ?

Autor: Laugros, Alfred, Caplier, Alice, Ospici, Matthieu

Neural Networks have been shown to be sensitive to common perturbations such as blur, Gaussian noise, rotations, etc. They are also vulnerable to some artificial malicious corruptions called adversarial examples. The adversarial examples study has re

Externí odkaz: http://arxiv.org/abs/1909.02436

Using the Overlapping Score to Improve Corruption Benchmarks

Autor: Alice Caplier, Matthieu Ospici, Alfred Laugros

Publikováno v: 2021 IEEE International Conference on Image Processing (ICIP).

Neural Networks are sensitive to various corruptions that usually occur in real-world applications such as blurs, noises, low-lighting conditions, etc. To estimate the robustness of neural networks to these common corruptions, we generally use a grou

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::6eba10da1ada721827f48ae2ba73a9bb
https://doi.org/10.1109/icip42928.2021.9506339

Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training

Autor: Alice Caplier, Alfred Laugros, Matthieu Ospici

Publikováno v: ECCV 2020 RLQ Workshop
ECCV 2020-16th European Conference on Computer Vision
ECCV 2020-16th European Conference on Computer Vision, Aug 2020, Glasgow, United Kingdom
HAL
Computer Vision – ECCV 2020 Workshops ISBN: 9783030682378
ECCV Workshops (5)

International audience; Despite their performance, Artificial Neural Networks are not reliable enough for most of industrial applications. They are sensitive to noises, rotations, blurs and adversarial examples. There is a need to build defenses that

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::da0039ee423a1d39ac68166daefb8457
https://hal.archives-ouvertes.fr/hal-02925252/document

Alterações na actividade enzimática (GST e CAT) e histopatologia em Danio rerio após exposição a diferentes concentrações de nanodiamante

Autor: Diniz, M. S., Laugros, Hellene, Peres, Isabel, Castro, Luísa, Mendonça, E., Picado, Ana

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od______2019::78a8e96f2d101820efb93a58fe354852
https://hdl.handle.net/10400.9/1904