@article{ds2netdetailsemanticdeepsupervisionnetwo, title = {DS$^2$Net: Detail-Semantic Deep Supervision Network for Medical Image Segmentation}, author = {Zhaohong Huang and Yuxin Zhang and Taojian Zhou and Guorong Cai and Rongrong Ji}, year = {2025}, eprint = {2508.04131}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.04131}, }