The segmentation of retinal vessels plays an essential role in the early recognition ophthalmic diseases clinics. Increasingly, approaches based on deep learning have been pushing vessel performance, yet it is still a challenging problem due to complex structure and lack precisely labeled samples. In this paper, we propose self-paced dual-axis attention fusion network (SPDAA-Net). Firstly, mech...