Interpreting Image Classifiers by Generating Discrete Masks
Deep models are commonly treated as black-boxes and lack interpretability. Here, we propose a novel approach to interpret deep image classifiers by generating discrete masks. Our method follows the generative adversarial network formalism. The deep model to be interpreted is the discriminator while...
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Détails bibliographiques
| Publié dans: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 4 vom: 06. Apr., Seite 2019-2030
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| Auteur principal: |
Yuan, Hao
(Auteur) |
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| Autres auteurs: |
Cai, Lei,
Hu, Xia,
Wang, Jie,
Ji, Shuiwang |
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| Format: | Article en ligne
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| Langue: | English |
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| Publié: |
2022
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| Accès à la collection: | IEEE transactions on pattern analysis and machine intelligence
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| Sujets: | Journal Article |
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