A hybrid XAI-driven deep learning framework for robust GI tract disease diagnosis

A hybrid XAI-driven deep learning framework for robust GI tract disease diagnosis

Abstract The stomach is one of the main digestive organs in the GIT, essential for digestion and nutrient absorption. However, various gastrointestinal diseases, including gastritis, ulcers, and cancer, affect health and quality of life severely. The precise diagnosis of gastrointestinal (GI) tract...

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Bibliographic Details
Main Authors: Fadl Dahan, Jamal Hussain Shah, Rabia Saleem, Muhammad Hasnain, Maira Afzal, Taha M. Alfakih
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Explainable AI
Gastrointestinal GI
Diagnosis
Grad-CAM
Transformer
Deep learning
Online Access:https://doi.org/10.1038/s41598-025-07690-3
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