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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

Yuan Si

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2 papers indexed here

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Open access Sep 2026

DUIE: Depth-Aware Underwater Image Enhancement via Spatial Prior Modeling

Underwater visual perception is degraded by wavelength-dependent absorption and scattering, the effects of which vary with the camera-to-scene distance. Many underwater image enhancement methods nevertheless apply image-level transformations or use region-wise statistics with discrete boundaries. Such control can make...

Hao-Yang Hong, Yuan Si, Yao Li et al. · 0 citations
Open access Sep 2026

Improved YOLOv8n for Lightweight Rail Surface Defect Detection

Rail-surface defects are often small, low-contrast, and confused with steel texture or reflections, making it difficult to improve accuracy without increasing model cost. This study proposes ESiV-YOLOv8, a compact detector that assigns complementary modifications to feature selection, box regression, and multiscale fus...

Lei Wang, Yuan Si, Jun Wang et al. · 0 citations

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