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

Mertes, Silvan; Huber, Tobias; Weitz, Katharina; Heimerl, Alexander; André, Elisabeth

Mertes, Silvan; Huber, Tobias; Weitz, Katharina; Heimerl, Alexander; André, Elisabeth.

Afiliação

Mertes S; Lab for Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany.
Huber T; Lab for Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany.
Weitz K; Lab for Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany.
Heimerl A; Lab for Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany.
André E; Lab for Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany.

Front Artif Intell ; 5: 825565, 2022.

Article em En | MEDLINE | ID: mdl-35464995

Palavras-chave

counterfactual explanations; explainable AI; generative adversarial networks; image-to-image translation; interpretable machine learning; machine learning

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Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Ano de publicação: 2022 Tipo de documento: Article

Texto completo

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PubMed Links

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Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Ano de publicação: 2022 Tipo de documento: Article