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tianming zhao

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#graph neural networks Dataset Open access Oct 2026

Recognition Method for Road Grid Pattern By Integrating GraphSAGE Model and Gating Mechanism

Grid pattern recognition is of great significance for spatial pattern cognition, cartographic generalization, and multi-scale representation. To address the issues that existing methods rarely consider multi-level features and insufficiently utilize the learning and mining capabilities of intelligent models, this paper...

tianming zhao · 0 citations
#graph neural networks Dataset Open access Oct 2026

Recognition Method for Road Grid Pattern By Integrating GraphSAGE Model and Gating Mechanism

Grid pattern recognition is of great significance for spatial pattern cognition, cartographic generalization, and multi-scale representation. To address the issues that existing methods rarely consider multi-level features and insufficiently utilize the learning and mining capabilities of intelligent models, this paper...

tianming zhao · 0 citations
#graph neural networks Dataset Open access Oct 2026

Recognition Method for Road Grid Pattern By Integrating GraphSAGE Model and Gating Mechanism

Grid pattern recognition is of great significance for spatial pattern cognition, cartographic generalization, and multi-scale representation. To address the issues that existing methods rarely consider multi-level features and insufficiently utilize the learning and mining capabilities of intelligent models, this paper...

tianming zhao · 0 citations

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