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EdgeOSA-Underwater-Vision-Enhancement is a lightweight deep learning framework for underwater image enhancement designed for high restoration quality and real time deployment. The proposed EdgeOSAEnhancer architecture integrates OSA aggregation, depthwise separable convolutions, channel shuffle, shift operations, and attention mechanisms.