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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

Ke Gu

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2 papers indexed here

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Oct 2026

Learning to Reorder: Value-Driven State Space Models for Underwater Image Enhancement

State Space Models (SSMs) have emerged as a compelling backbone for vision tasks, offering linear complexity and global receptive fields. However, their application to Underwater Image Enhancement (UIE) is fundamentally constrained by the inherent mismatch between the standard sequential scanning mechanism and the uniq...

Kui Jiang, Yan Luo, Jun-Jun Jiang et al. · 0 citations
Open access 2026

GME: A Multigranularity Attention and Mamba-Driven Approach for Underwater Image Enhancement

In complex underwater environments, the selective absorption of light by the water medium severely impairs scene context and color fidelity, leading to distorted information and imbalanced colors in the acquired underwater images. Such degradations pose substantial challenges to underwater image enhancement (UIE). In t...

Jing-Chao Cao, Hong-Qing Liu, Yu-Tao Liu et al. · 0 citations

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