Segmentation: answer “what” for every pixel
Detection finds objects and draws boxes. Segmentation is finer: it assigns a class to every pixel. A CT slice is tumor vs healthy tissue vs background at pixel resolution—that is what medicine, autonomous driving, and satellite analysis need. U-Net (2015, biomedical imaging) became the default architecture for dense segmentation.