This paper deals with the underwater image restoration. For this, we have considered two of the main low-level vision tasks, image enhancement, and super-resolution. For underwater image enhancement ...

Restore a UDC image (from this work) by motion deblurring, defocus deblurring, and low light enhancement. Restore an underwater image (from this work) by defocus deblurring, dehazing, and motion ...

Meanwhile, on the TrashCan-Instance dataset, SvelteF3M-YOLO improves mAP 50–95 from 0.680 to 0.695 over YOLO11n. These results indicate that the proposed framework improves underwater detection ...

Image acquisition was conducted using a Canon R50 color intelligent digital camera between May and June 2024. To ensure high-quality data, images were captured during the intervals of 6:00-11:00 a.m.