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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

Jing-Ming Guo

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Preprint Sep 2026

IDM-Net: A Lightweight Illumination-Decoupled Modulation Network for Low-Light Image Enhancement

Low-light image enhancement (LLIE) remains challenging for lightweight models because illumination restoration and color fidelity are difficult to optimize simultaneously in the RGB color space. Although recent color-decoupled methods separate luminance and chrominance representations, they primarily optimize luminance...

Cheng-Yen Hsiao, Jing-Ming Guo · 0 citations
Open access Aug 2026

Shared multi-branch framework and enhanced feature fusion for few-shot semantic segmentation

Traditional semantic segmentation relies on massive annotated datasets, which are often prohibitively expensive in specialized fields such as medical or satellite imagery. This paper proposes an enhanced feature extraction framework for self-support few-shot semantic segmentation that overcomes the challenge of data sc...

Jin-Ming Guo, Li-Hsuan Chen, Yi-Chong Zeng et al. · 0 citations

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