Separation of the retinal vascular graph in arteries and veins based upon structural knowledge

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The vascular structure of the retina consists of two kinds of vessels: arteries and veins. Together these vessels form the vascular graph. In this paper, we present an approach to separate arteries and veins based on a pre-segmentation and a few hand-labelled vessel segments. We use a rule-based method to propagate the vessel labels through the vascular graph. The anatomical characteristics of the vessels on the retina are modelled as a dual constraint graph. We embed this task as double-layered constrained search problem steered by a heuristical AC-3 algorithm to overcome the NP-hard computational complexity. Results are presented on vascular graphs generated from manual as well as on automatical segmentation.

论文关键词:Retinal vascular graph,Artery,Vein,Constraint satisfaction problem,Constraint propagation

论文评审过程:Received 24 October 2007, Revised 14 February 2008, Accepted 23 February 2008, Available online 10 March 2008.

论文官网地址:https://doi.org/10.1016/j.imavis.2008.02.013