Learned image compression has achieved a series of breakthroughs for nature images. but there is little literature focusing on high-resolution remote sensing image (HRRSI) datasets. This paper focuses on designing a learned lossy image compression framework for compressing HRRSIs. Considering the local and non-local redundancy contained in HRRSI. https://excellentphoto.shop/product-category/rolling-cases/