From public to clinical data: External validation of an explainable MedViT model for retinal OCT images Cover

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From public to clinical data: External validation of an explainable MedViT model for retinal OCT images

Journal of Electrical Engineering

Volume 76 (2025): Issue 5 (October 2025)

By: Samuel Gibala, Veronika Kurilova, Milos Oravec, Jarmila Pavlovicova and Jana Stefanickova

Open Access

|Oct 2025

Authors

Samuel Gibala

samuel.gibala@stuba.sk

Faculty of Electrical Engineering and Information Technology, Slovak University of Technology in Bratislava, Bratislava, Slovak Republic

Veronika Kurilova

Faculty of Electrical Engineering and Information Technology, Slovak University of Technology in Bratislava, Bratislava, Slovak Republic

Faculty of Medicine, Slovak Medical University, Bratislava, Slovak Republic

Milos Oravec

Faculty of Electrical Engineering and Information Technology, Slovak University of Technology in Bratislava, Bratislava, Slovak Republic

Jarmila Pavlovicova

Faculty of Electrical Engineering and Information Technology, Slovak University of Technology in Bratislava, Bratislava, Slovak Republic

Jana Stefanickova

jstefanicka@gmail.com

Department of Ophthalmology, Comenius University, Bratislava, Slovak Republic

Eye Center, Hospital Malacky, Malacky, Slovak Republic

DOI: https://doi.org/10.2478/jee-2025-0050 | Journal eISSN: 1339-309X | Journal ISSN: 1335-3632

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Language: English

Page range: 476 - 484

Submitted on: Jul 21, 2025

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Published on: Oct 16, 2025

Published by: Slovak University of Technology in Bratislava

In partnership with: Paradigm Publishing Services

Publication frequency: 6 issues per year

Keywords:

computer vision,

hybrid CNN-Transformer,

explainable AI,

diabetic macular oedema

Related subjects:

Introductions and overviews,

Engineering, other

© 2025 Samuel Gibala, Veronika Kurilova, Milos Oravec, Jarmila Pavlovicova, Jana Stefanickova, published by Slovak University of Technology in Bratislava
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

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