Ahlam Walha

MedNSR-Net: Trustworthy Chest X-ray Decision Support via Hybrid CNN-Transformer with Uncertainty and Explainability

Reliable automated Chest X-ray (CXR) analysis is critical for clinical decision support, yet deep learning models often suffer from overconfidence, limited interpretability, and poor out-of-distribution robustness. We propose a framework towards trustworthy AI for multi-class CXR classification integrating a hybrid CNN...