Automated chest screening based on a hybrid model of transfer learning and convolutional sparse denoising autoencoder

Automated chest screening based on a hybrid model of transfer learning and convolutional sparse denoising autoencoder

Abstract Objective In this paper, we aim to investigate the effect of computer-aided triage system, which is implemented for the health checkup of lung lesions involving tens of thousands of chest X-rays (CXRs) that are required for diagnosis. Therefore, high accuracy of diagnosis by an automated sy...

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Bibliographic Details
Main Authors: Changmiao Wang, Ahmed Elazab, Fucang Jia, Jianhuang Wu, Qingmao Hu
Format: Article
Language:English
Published: BMC 2018-05-01
Series:BioMedical Engineering OnLine
Subjects:
Chest screening
Computer aided diagnosis
Deep learning
Autoencoder
Receiver operating characteristic
Online Access:http://link.springer.com/article/10.1186/s12938-018-0496-2

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