Due to the specific characteristics and complicated contents of remote sensing (RS) images. remote sensing image retrieval (RSIR) is always an open and tough research topic in the RS community. There are two basic blocks in RSIR. including feature learning and similarity matching. https://www.vivicostanera.com/product-category/rings/