U-Net and its variants have been widely used in the field of image segmentation. In this paper. a lightweight multi-scale Ghost U-Net (MSGU-Net) network architecture is proposed. This can efficiently and quickly process image segmentation tasks while generating high-quality object masks for each object. https://stnicksknives.shop/product-category/knife-care/