[05] Accurate and early detection of abnormal regions in medical images is essential for reliable clinical diagnosis. This study presents an automated abnormality detection framework based on a hybrid Convolutional Neural Network (CNN) that integrates ResNet-50 for feature extraction, U-Net for pixel-level segmentatio...