{"id":588,"date":"2022-05-07T16:40:29","date_gmt":"2022-05-07T16:40:29","guid":{"rendered":"https:\/\/deel.quebec\/projets\/axe2-certifiabilite\/projet-5\/"},"modified":"2022-11-22T18:30:21","modified_gmt":"2022-11-22T18:30:21","slug":"projet-5","status":"publish","type":"projets","link":"https:\/\/deel.quebec\/en\/projets\/axe2-certifiabilite\/projet-5\/","title":{"rendered":"What can internal computations of a Deep Neural Network tell us?"},"content":{"rendered":"<h3><b>Models of Computational Profiles to Study the Likelihood of DNN Adversarial and Metamorphic Test Cases<\/b><\/h3>\n<h6><span style=\"font-weight: 400;\">COMPLETED<\/span><\/h6>\n<p><span style=\"font-weight: 400;\">This project aims to assess the robustness of a network in critical domains where it may be difficult to forecast a proper and representative sample of unknown or unexpected cases, to allow certification of the network.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This project consists of analyzing internal computations performed by a neural network when passing training images through and comparing them with other foreign inputs to compute the likelihood of the network&#8217;s predictions. Experiments are designed to assess and evaluate the network&#8217;s robustness against adversarial attacks and metamorphic variations of inputs. Furthermore, the tests attempt to separate the foreign images from the more familiar images of the training set.<\/span><\/p>\n<p><strong>Team<\/strong><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Mira Marhaba (Master&#8217;s Student)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Ettore Merlo (Professor)<\/span><\/li>\n<\/ul>\n<p><strong>Datasets used for experiments<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">MNIST-Fashion<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"Models of Computational Profiles to Study the Likelihood of DNN Adversarial and Metamorphic Test Cases","protected":false},"featured_media":306,"parent":476,"menu_order":21,"template":"","_links":{"self":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets\/588"}],"collection":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets"}],"about":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/types\/projets"}],"up":[{"embeddable":true,"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets\/476"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/media\/306"}],"wp:attachment":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/media?parent=588"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}