Deep learning-based medical image classification using CNN and attention mechanisms for disease detection and diagnosis

Abstract

This study aims to develop a reliable deep learning framework for detecting pneumonia from chest X-ray images using attention-enhanced convolutional neural networks. Sourced from the publicly accessible Kaggle repository, the dataset consists of 5,863 labelled greyscale chest X-rays classed as