Breast cancer stands as one of the most pervasive and formidable challenges in modern medicine, affecting millions of lives worldwide each year. Despite significant advances in diagnosis and treatment, its prevalence continues to demand innovative approaches for early detection and intervention. In this context, the convergence of artificial intelligence (AI) and medical imaging offers a promising frontier in revolutionizing breast cancer detection, particularly through mammography screening.