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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ruiqian Zhang

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Open access Jul 2026

Edge Knowledge Distillation Guided Lightweight Change Detection Network

Abstract. Deep-learning methods dominate remote-sensing change detection (CD), yet state-of-the-art models remain parameter-heavy and struggle with crisp boundaries, limiting their use on edge devices. We present LEDGNet, a Lightweight, Edge-knowledge- Distillation-Guided CD Network, that reconciles accuracy, boundary...

Tingyu Ji, Yixin Chen, Ruiqian Zhang et al. · 0 citations
Open access 2026

City-Scale Industrial Land Grounding and Environmental Risk Mapping With Retrieval-Augmented Vision–Language Models

Effective management of industrial land is essential given its substantial environmental footprint, intensive resource consumption, and implications for urban planning and public health. Accurate visual grounding of industrial parcels in remote sensing imagery provides a critical basis for assessing associated environm...

Yuling Wu, Xi-Yu Jin, Ruiqian Zhang et al. · 0 citations

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