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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Ziqian Wang

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Open access Jul 2026

HAIMNet: A Hierarchical Adaptive Interaction Modulation Network for Low-Light Image Enhancement

A Hierarchical Adaptive Interaction Modulation Network (HAIMNet) designed for LLIE is proposed, which decouples luminance and chromaticity in the Horizontal/Vertical-Intensity color space, and enhances luminance-texture consistency through an inter-branch attention-modulation block (IAMB).

Xiao-Feng Wang, Ziqian Wang, Mei-Jia Guo et al. · 0 citations

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