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Author

Lingxin Xu

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Open access Sep 2026

Occlusion-Aware Topology Refinement for Robust Road Graph Extraction from Satellite Imagery

Accurate road graph extraction from satellite imagery is essential for large-scale mapping and geospatial analysis. Recent one-shot graph extraction frameworks based on foundation models have achieved promising performance, but their effectiveness decreases in complex environments where road structures are partially ob...

Ling-Xin Xu, Long Wang, Qing-Yun Zuo et al. · 0 citations
Open access Aug 2026

ICG-Restore: Intent-Constrained, Graph-Enhanced LLM Planning with Minimal-Edit Repair for Post-Disaster Emergency Communication Recovery

Post-disaster emergency communication recovery is not merely a link-repair task but a high-level planning problem constrained by service priorities, inter-object dependencies, resource budgets, and time windows. Existing restoration optimization methods generally rely on fully structured inputs, whereas direct large la...

Jinyin Bai, Wei Zhu, Xiangchen Wang et al. · 0 citations

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