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GANterfactual—Counterfactual Explanations for Medical Non-experts Using Generative Adversarial Learning

With the ongoing rise of machine learning, the need for methods for explaining decisions made by artificial intelligence systems is becoming a more and more important topic. Especially for image classification tasks, many state-of-the-art tools to explain such classifiers rely on visual highlighting...

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Detalles Bibliográficos
Autores principales: Mertes, Silvan, Huber, Tobias, Weitz, Katharina, Heimerl, Alexander, André, Elisabeth
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9024220/
https://www.ncbi.nlm.nih.gov/pubmed/35464995
http://dx.doi.org/10.3389/frai.2022.825565