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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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3 papers indexed here

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2026

LASAD-YOLO: Localization and Adaptive Spatial Attention Distillation for Dense Object Detection

This article introduces a novel object detection framework that integrates localization and adaptive spatial attention distillation techniques. While effective, prior knowledge distillation (KD) methods face a critical challenge in harmonizing feature-based and logit-based philosophies, often providing either entangled...

Zheng-Liang Lai, Jing-Ming Guo, Cheng-Ying Yang et al. · 0 citations
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

Experimental results demonstrate that the method significantly narrows the performance gap in data-constrained scenarios, achieving a mean Intersection over Union increase of 4.6% in one-shot and 5.5% in five-shot settings over the baseline.

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

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