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This paper describes methods for vessel segmentation based on optimal paths. First, we recall a suitable algebraic framework for the optimal path problem on graphs through Path Algebra. We detail several popular models used for vessel segmentation and point out their limitations. Secondly, we present an extension of paths algebra which allows to solve constrained dynamic path problems. As examples, we detail an optimal path model with curvature constraints and one with dynamic time dependent costs.