Scalable Distributed Deep Learning for Lung Disease Diagnosis: A Spark–Elephas Cross-Modality Framework with GPU Cluster Scalability Analysis
The rapid growth of large-scale medical imaging datasets has exposed critical limitations of single-node deep learning workflows for clinical decision support in lung disease diagnosis. We present a unified, Spark-based distributed framework for scalable multi-class lung disease classification from both chest X-ray (CX...