Explanation of the Convolutional Neural Network Classifying Chest X-Ray Images Supporting Pneumonia Diagnosis

Nguyen, Hai and Huynh, Hoang and Tran, Toan and Huynh, Hiep (2020) Explanation of the Convolutional Neural Network Classifying Chest X-Ray Images Supporting Pneumonia Diagnosis. EAI Endorsed Transactions on Context-aware Systems and Applications, 7 (21): e3. ISSN 2409-0026

[img]
Preview
Text
eai.13-7-2018.165349.pdf - Published Version
Available under License Creative Commons Attribution No Derivatives.

Download (3MB) | Preview

Abstract

Medical images are valuable sources for disease diagnosis. Besides, advancements in deep learning in recent years have been supporting disease diagnosis methods based on images to obtain numerous achievements. However, deep learning algorithms still work as a black-box so it is difficult to interpret output from these algorithms. In this study, we propose a convolutional network architecture to classify Chest X-ray images as well as apply explanation approaches for trained models to support disease diagnosis. The proposed method provides insights in medical images to support Pneumonia diagnosis.

Item Type: Article
Uncontrolled Keywords: Explanation, Chest images, X-ray images, Pneumonia, Convolutional Neural Network, disease diagnosis
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
QA75 Electronic computers. Computer science
Depositing User: EAI Editor II.
Date Deposited: 14 Sep 2020 11:09
Last Modified: 14 Sep 2020 11:09
URI: https://eprints.eudl.eu/id/eprint/265

Actions (login required)

View Item View Item