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A Method for Intelligent Road Network Selection Based on Graph Neural Network

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References

1993Use of Graph Theory to Support Map Generalization128 cited
2010A Road Network Selection Process Based on Data Enrichment and Structure Detection120 cited
2009Selective omission of road features based on mesh density for automatic map generalization73 cited
2019Road network generalization considering traffic flow patterns61 cited
2009Road selection based on Voronoi diagrams and “strokes” in map generalization54 cited
2017Advances in Cartography and GIScience54 cited
2012A comparative study of various strategies to concatenate road segments into strokes for map generalization50 cited
2014Road network selection for medium scales using an extended stroke-mesh combination algorithm37 cited
2021Deep Graph Convolutional Networks for Accurate Automatic Road Network Selection32 cited
2002Topographic Map Generalization: Association of Road Elimination with Thematic Attributes30 cited
2014A Comparative Study of Various Supervised Learning Approaches to Selective Omission in a Road Network28 cited

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2025Deep learning in automatic map generalization: achievements and challenges16 cited
2024Automatic road network selection method considering functional semantic features of roads with graph convolutional networks9 cited
2024Road Network Intelligent Selection Method Based on Heterogeneous Graph Attention Neural Network

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7 cited

2025Automated selection of urban road network by fusion of PageRank algorithm and attribute importance metrics3 cited