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Deep learning approach to classification of lung cytological images: Two-step training using actual and synthesized images by progressive growing of generative adversarial networks

Cytology is the first pathological examination performed in the diagnosis of lung cancer. In our previous study, we introduced a deep convolutional neural network (DCNN) to automatically classify cytological images as images with benign or malignant features and achieved an accuracy of 81.0%. To fur...

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Dettagli Bibliografici
Pubblicato in:PLoS One
Autori principali: Teramoto, Atsushi, Tsukamoto, Tetsuya, Yamada, Ayumi, Kiriyama, Yuka, Imaizumi, Kazuyoshi, Saito, Kuniaki, Fujita, Hiroshi
Natura: Artigo
Lingua:Inglês
Pubblicazione: Public Library of Science 2020
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC7058306/
https://ncbi.nlm.nih.gov/pubmed/32134949
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0229951
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