J. D. Dorathi Jayaseeli

Multi-Stage Adaptive Hyperparameter Optimization Framework for Pneumonia Detection

Pneumonia is a leading cause of childhood mortality worldwide, and automated detection from chest X-ray images using deep learning holds strong clinical promise. However, model performance is critically sensitive to hyperparameter selection, and existing single-strategy optimization methods are insufficient for complex...