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Laiyong Song

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Open access Aug 2026

RGI-Net: A Recursive Gated Injection Network for Underwater Image Restoration in Marine Inspection

Background: Underwater optical imagery used in marine inspection is degraded by wavelength-dependent attenuation and scattering, which couple color cast with structural haze. Existing restorers either treat both degradations in one stage or cascade separate networks and exchange information only through reconstructed i...

Yu Lin, Mingming Wen, Shui-Yuan He et al. · 0 citations
Open access Jul 2026

Machine Learning-Driven Lateral Density Variation for High-Precision Bathymetry: Central-Northern South China Sea

By coupling neural network-derived density modelling with physically rigorous inversion, the approach overcomes limitations of uniform-density assumptions while retaining interpretability, providing an efficient and reliable approach to high-precision seafloor mapping in geologically complex regions.

Chunhong Wu, Chuang Xu, Laiyong Song et al. · 0 citations

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