Deep learning frameworks enhance medical imaging AI, enabling accurate early detection, medical classification, and advanced 3D segmentation. Applied in the clinical setting, these models streamline workflows, reveal insights, boost productivity, and integrate multimodal patient information for comprehensive understanding.