Originally designed for medical segmentation,the U-Net model excels in ocean remote sensing for segmentation,forecasting,and image enhancement.We propose enhancements like attention mechanisms,knowledge-data integrati...Originally designed for medical segmentation,the U-Net model excels in ocean remote sensing for segmentation,forecasting,and image enhancement.We propose enhancements like attention mechanisms,knowledge-data integration,and diffusion models to improve small target detection,ocean phenomena forecasting,and image super-resolution,expanding U-Net’s application and support in oceanographic research.展开更多
基金National Natural Science Foundation of China under grants U2006211,42221005,and 42090044the Strategic Priority Research Program of the Chinese Academy of Sciences under grant XDB42000000.
文摘Originally designed for medical segmentation,the U-Net model excels in ocean remote sensing for segmentation,forecasting,and image enhancement.We propose enhancements like attention mechanisms,knowledge-data integration,and diffusion models to improve small target detection,ocean phenomena forecasting,and image super-resolution,expanding U-Net’s application and support in oceanographic research.
