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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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Chun-Ru Wan

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Open access 2026

Shot-Again: Self-Supervised Underwater Image Enhancement With Transmission-Space Regularization and Structure-Channel Feature Regulation

Underwater image enhancement remains a challenging ill-posed problem because wavelength-dependent attenuation, scattering, and color distortion permit multiple plausible restoration solutions. Although self-supervised approaches reduce the dependence on paired underwater data, reconstruction-based objectives alone may...

Shi-Yao Feng, Chun-Ru Wan, Jun-Hong Cui et al. · 0 citations

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