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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

Author

Jian-Ding Tan

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Preprint Oct 2026

PRIN: A Perceptual-Structural Retinex-Inspired Network for Low-Light Image Enhancement

A Perceptual-Structural Retinex-Inspired Network (PRIN), which integrates Retinex priors with restoration-role-aware enhancement and obtains the highest peak signal-to-noise ratio (PSNR) and the second-lowest LPIPS on LOL-v2-Real.

Qi-Yi Xie, Wei-Chen Ng, Zi-Yao Li et al. · 0 citations
Preprint Oct 2026

Stabilizing Illumination Conditioning in SSM-Based Low-Light Image Enhancement with Bottleneck Prompt Sidecars

Low-light image enhancement (LLIE) requires more than brightness amplification because real low-light images often exhibit spatially varying illumination, amplified noise, color distortion, and local detail loss. Recent SSM- and Mamba-based restorers provide efficient long-range modeling, yet the route for introducing...

Wei-Chen Ng, Qi-Yi Xie, Jian-Ding Tan et al. · 0 citations

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