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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Li-Ping Xie

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Preprint Oct 2026

Multi-level Constrained Learning for Underwater Image Enhancement

Underwater image enhancement aims to correct color and recover detail degraded by wavelength-dependent attenuation, scattering, and noise. Paired-reference supervision constrains output similarity, but does not by itself specify the color mapping, the strength of local detail corrections, or consistency with the degrad...

Wang-Tao Bao, Li-Ping Xie, Kan-Jian Zhang et al. · 0 citations

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