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AI-driven techniques for thoracic disease classification in chest radiography: A comprehensive review and critical analysis
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...