Abstract: Highlights•A CNN-Transformer Hybrid network is developed for micro-vessel segmentation.•Residual attention block is used to improve feature extraction performance.•Squeeze-Excitation operation is adopted for more efficient self-attention mechanism.•The proposed network achieved state-of-the-art performance on five public datasets.
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