Accurate segmentation of cervical nuclei is an essential step in the early diagnosis cancer. Still, there are few studies on clustered clusters cells. Because complexities high cell overlap, blurred boundaries, and cells, accurate remains a pressing challenge. In this paper, we purposefully propose GCP-Net deep learning network to handle challenging cluster images. The proposed U-Net-based cons...