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

Author

Yi-Gui Huang

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Conference Aug 2026

Lightweight Cross-Temporal Gating Network for Remote Sensing Change Detection

Accurate remote sensing change detection requires separating genuine land-cover changes from appearance variations while retaining small objects and boundaries. This paper presents a Lightweight Cross-Temporal Gating Network (LCTGNet), a compact Siamese convolutional model for bi-temporal images. A single shared Mobile...

Hao Xie, Chao-Xu Liang, Hong-Fan Lin et al. · 0 citations
Conference Aug 2026

A Lightweight Difference-Guided Gated Network for Building Change Detection in Remote Sensing Imagery

Remote sensing building change detection is critical for urban monitoring and disaster assessment, yet existing deep learning methods suffer from three limitations: the heavy computational cost of Transformer models, the information loss induced by naive differencing, and the tendency of convex gating to degenerate int...

Yi-Gui Huang, Shu-Zhao Li, Gui-Li Li et al. · 0 citations

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