A Decade of Deep Learning-based Biomedical Image Segmentation
Suhao Yu, Haojin Wang, Ningsen Wang, Sicheng Chen, Juncheng Wu, Zhenlong Yuan, Tianhao Qi, Zongwei Zhou, Fei Xia, Jun Ma, Yuyin Zhou
This paper reviews the evolution of deep learning in biomedical image segmentation, highlighting the shift to foundation models and introducing a taxonomy for promptable segmentation methods.
bioRxiv · Apr 30, 2026 · PreprintBioengineering