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

Author

Zhi-Liang Wu

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Conference Open access Sep 2026

SPACE: Structure-Preserving Cross-Modal Image Enhancement for Extreme Low-Light Conditions

SPACE introduces a Depth-Adaptive HVI Transformation to decouple luminance and chrominance under depth guidance, effectively suppressing color-space noise and a Depth-Manifold Modulated Attention mechanism constrains feature interactions within a learned depth manifold, ensuring structural coherence during enhancement.

Yue Zhang, Zhi-Liang Wu, Yuxuan Hou et al. · 0 citations

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