Trans-emaunet: retinal artery and vein segmentation

A novel retinal artery and vein segmentation network which integrates a Transformer architecture with a direction-aware Efficient Multi-scale Attention (EMA) module is proposed, which outperforms existing state-of-the-art methods in terms of accuracy, sensitivity, specificity, and F1 score.