Open access
Oct 2026
Deep Learning–Driven Chest Radiography: An Integrated Framework for Image Enhancement, Automated Diagnosis, and Fairness Optimization
A unified deep learning system that integrates multi-stage image augmentation, automated diagnostics, and fairness optimization, which demonstrates notable increases in Peak Signal-to-Noise Ratio, Structural Similarity Index, classification accuracy, and fairness metrics when compared to current baselines.
Santosh Mugali, S. Kotresh
· Engineering, Technology &... · 0 citations