For the detection and segmentation of DCIS ducts in CA9/FOXP3 IHC images, we developed a new model based on generative adversarial network (GAN), specifically accounting for their complex tissue architecture and highly variable shapes and sizes. Here, CA9 is linked to ductal breast carcinoma in situ.