“…Metalenses, a subset of metasurfaces specifically designed for focusing, have already been intensively utilized in a variety of biomedical imaging fields, such as endomicroscopy, light sheet fluorescence microscopy, etc., − allowing device designs more compact than those of their conventional counterparts. Recently, computing metasurfaces have been proposed, offering optically mathematical operations like spatial first-order and second-order differentiation and filtering, which are essential for image processing and analysis. − However, most of the previous works substitute only a few optical elements with metasurfaces, resulting in the conventional optical components still dominating the performance of the system. For example, while the spiral metalens based on the geometric method design proposed by Kim et al shows promising results in isotropic edge-enhanced imaging, it still relies on the support of conventional circular polarizers, an objective, and a tube lens …”