HMC-net: a ResNet fused hierarchical multi-scale cross-attention architecture for mammographic breast malignancy recognition incorporating explainable AI

test, HMC-Attention clearly outperformed standard ResNet50; learning curves for stable convergence with limited overfitting provided evidence-based support that mammogram analysis is both accurate and transparent: the new baseline for automated diagnostics. This framework unites sturdy, profound implementation of deep learning with medical elucidation, setting paths toward trustworthy computer-supported diagnostic tools.