An Integrated Approach to Automated Diagnosis of Cervical Intraepithelial Neoplasia in Digital Histology Images

Autor: Bríd Brosnan, Inna Skarga-Bandurova, Tetiana Biloborodova, Illia Skarha-Bandurov
Rok vydání: 2023
Zdroj: Caring is Sharing – Exploiting the Value in Data for Health and Innovation ISBN: 9781643683881
DOI: 10.3233/shti230220
Popis: The study proposes an integrated approach to automated cervical intraepithelial neoplasia (CIN) diagnosis in epithelial patches extracted from digital histology images. The model ensemble, combined CNN classifier, and highest-performing fusion approach achieved an accuracy of 94.57%. This result demonstrates significant improvement over the state-of-the-art classifiers for cervical cancer histopathology images and promises further improvement in the automated diagnosis of CIN.
Databáze: OpenAIRE