Graph Refinement based Airway Extraction using Mean-Field Networks and Graph Neural Networks

•Extraction of tree-like structures formulated as a graph refinement task.•Propose two graph refinement strategies to extract airways from 3D data.•Demonstrate approximate inference using mean-field networks for airway extraction.•Novel application of graph neural networks for airway extraction.•Competitive results when compared to relevant baseline methods.