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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

Xiang-Rui Zeng

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Jul 2026

Incorporating DINO Priors into Flow Matching for Low-Light Image Enhancement

Flow matching enables efficient low-light image enhancement (LLIE) with very few sampling steps, yet standard architectures lack explicit scene understanding, causing structural degradation and artifacts in challenging regions. We propose DINO-guided Flow Matching, which leverages a frozen DINOv3 backbone to provide il...

Xiang-Rui Zeng, Ling-Yu Zhu, Jing-Ming He et al. · 0 citations

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