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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

Rui-Tao Lu

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Jul 2026

UniRef-UAV: A Multimodal Benchmark for Universal Referring in UAV Imagery

This work introduces Universal Referring, a generalized UAV referring task that jointly expands the query modality and the output cardinality, and presents UAV-URNet, a detection-style baseline that maps heterogeneous queries into a shared query space and predicts variable-size target sets through set prediction.

Haibin Tian, Huichao Xie, Xue-Lin Qian et al. · 0 citations
Open access Aug 2026

UAV-LIENet: a low-light UAV image enhancement network via illumination estimation and guidance

An illumination-guided saturation constraint loss is designed, which adaptively constrains saturation in the HSV space to reduce color cast and suppress oversaturation and shows that UAV-LIENet outperforms representative existing methods in both quantitative metrics and visual quality.

Yue-Qing Kang, Rui-Tao Lu, Xiao-Gang Yang et al. · 0 citations

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