Lightweight image Super-resolution (SR) is a computer vision technology that aims to recover high-quality image details from low-resolution images with limited computing costs. While Transformer-based SR models have made remarkable advancements, their balanced edge-end deployment and reconstruction quality have been notably hindered by complex underwater imaging conditions and the scarcity of publicly available high-quality da...