Automated Classification of Idiopathic Pulmonary Fibrosis in Pathological Images Using Convolutional Neural Network and Generative Adversarial Networks

Automated Classification of Idiopathic Pulmonary Fibrosis in Pathological Images Using Convolutional Neural Network and Generative Adversarial Networks

Interstitial pneumonia of uncertain cause is referred to as idiopathic interstitial pneumonia (IIP). Among the various types of IIPs, the prognosis of cases of idiopathic pulmonary fibrosis (IPF) is extremely poor, and accurate differentiation between IPF and non-IPF pneumonia is critical. In this s...

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Bibliographic Details
Main Authors: Atsushi Teramoto, Tetsuya Tsukamoto, Ayano Michiba, Yuka Kiriyama, Eiko Sakurai, Kazuyoshi Imaizumi, Kuniaki Saito, Hiroshi Fujita
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Diagnostics
Subjects:
idiopathic interstitial pneumonias
classification
convolutional neural network
generative adversarial networks
Online Access:https://www.mdpi.com/2075-4418/12/12/3195

Internet

https://www.mdpi.com/2075-4418/12/12/3195

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