![]() The DL framework consists of a generator and a discriminator. To address these issues, a general deep learning (DL) framework is proposed for UGS mapping in the large scale, and fine-grained UGS maps of 31 major cities in mainland China are generated (UGS-1m). Moreover, the domain shift between images from different regions is also a problem that must be solved. Although the development of remote sensing platforms and deep learning technologies have provided opportunities for UGS mapping from high-resolution images (HRIs), challenges still exist in its large-scale and fine-grained application due to insufficient annotated datasets and specially designed methods for UGS. ![]() Urban green space (UGS) is an important component in the urban ecosystem and has great significance to the urban ecological environment.
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