eprintid: 19800
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/01/98/00
datestamp: 2024-06-04 14:19:32
lastmod: 2024-06-04 14:19:32
status_changed: 2024-06-04 14:15:50
type: article
metadata_visibility: show
creators_name: Vats, S.
creators_name: Sharma, V.
creators_name: Singh, K.
creators_name: Katti, A.
creators_name: Mohd Ariffin, M.
creators_name: Nazir Ahmad, M.
creators_name: Ahmadian, A.
creators_name: Salahshour, S.
title: Incremental learning-based cascaded model for detection and localization of tuberculosis from chest x-ray images
ispublished: pub
keywords: Computerized tomography; Diagnosis; Learning systems; Population statistics; Tubes (components), Cascaded models; Chest X-ray; Chest X-ray image; CT-scan; Detection and localization; F1 scores; FRCNN; Incremental learning; Overall accuracies; Tuberculosis, Patient treatment
note: cited By 13
abstract: Rapid treatment protocols such as X-ray and CT scans have played a crucial role in the diagnosis of tuberculosis (TB infection). Automatic detection of CXR is required to speed up patient treatment with accuracy. Consequently, it reduces the burden of patients on medical practitioners. The present paper proposes an incremental learning-based cascaded (ILCM) model to detect tuberculosis from Chest X-ray images. The proposed model also localizes the infected region on the CXR image. The experimental outcome, clearly indicates that the performance is better than the pre-trained model as tested on the local population data (93.20 overall accuracy), F1 score of 97.23 (harmonic mean of precision and recall). Where the Golden standard dataset was 83.32 overall accuracy, and F1 score 82.24. © 2023 Elsevier Ltd
date: 2024
publisher: Elsevier Ltd
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85174727197&doi=10.1016%2fj.eswa.2023.122129&partnerID=40&md5=8a7b3e2433e07311f6296bf963da09db
id_number: 10.1016/j.eswa.2023.122129
full_text_status: none
publication: Expert Systems with Applications
volume: 238
refereed: TRUE
issn: 09574174
citation:   Vats, S. and Sharma, V. and Singh, K. and Katti, A. and Mohd Ariffin, M. and Nazir Ahmad, M. and Ahmadian, A. and Salahshour, S.  (2024) Incremental learning-based cascaded model for detection and localization of tuberculosis from chest x-ray images.  Expert Systems with Applications, 238.   ISSN 09574174