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

Author

Jia-Ming Wang

h-index 21 View on Semantic Scholar

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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

Frequency-Aware Prompt Learning for Remote Sensing Image Super-Resolution

Remote sensing image super-resolution is a critical task for reconstructing high-fidelity images from low-resolution observations. However, practical remote sensing scenarios often involve complex, compound degradations that severely compromise essential high-frequency structures, such as sharp edges and fine textures....

Kangli Zeng, Hang Hu, Ying Yu et al. · 0 citations

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