CSAUNet: A cascade self-attention u-shaped network for precise fundus vessel segmentation

•Coarse-to-fine strategies are combined with attention mechanisms to ensure the effectiveness of attention maps.•SAMs are introduced to model the long-range dependencies across fundus vessels.•CSAUNet is constructed to precisely segment fundus vessels.•The CSAUNet can achieve state-of-the-art performance.