Emerging AI applications across medical and biomedical fields include AI-driven colonoscopy offering improved Crohn’s disease assessment, deep learning enhancing mandibular condyle classification via radiographs, and multi-scale neural networks advancing Alzheimer’s hippocampus segmentation. Additionally, optical generative models now produce complex imaging in physical domains, streamlining diagnostics and disease monitoring. These cutting-edge technologies promise enhanced precision and earlier disease detection.