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

Author

Jingmin Tu

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Open access Aug 2026

HRFNet: Ground-Truth-Guided Kullback–Leibler Divergence Routing for Semantics-Aware Multi-Branch Segmentation of Urban Driving Scenes

Multi-branch networks combine backbones whose inductive biases are complementary, but their fusion modules set the branch weights from feature statistics alone and are therefore blind to what a pixel represents. We supervise fusion in label space instead. Ground-truth labels are converted into per-pixel routing targets...

Wen-Feng Zhu, Jingmin Tu, Hai-Ting Huang et al. · 0 citations
2026

GECNet: A Vectorized Building Footprints Extraction Network Based on Geometric Perception and Vertex Guidance

Extracting building footprints from aerial or satellite imagery remains a significant challenge, particularly in maintaining the geometric regularity of man-made structures. While polygon-based methods offer vectorized representations superior to pixel-based approaches, they often struggle with corner ambiguity and fai...

Wen-Jie Zhao, Xue-Jing Xie, Ze Meng et al. · 0 citations

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