GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis

arXiv:2404.06637v1 Announce Type: new
Abstract: We present GeoSynth, a model for synthesizing satellite images with global style and image-driven layout control. The global style control is via textual prompts or geographic location. These enable the specification of scene semantics or regional appearance respectively, and can be used together. We train our model on a large dataset of paired satellite imagery, with automatically generated captions, and OpenStreetMap data. We evaluate various combinations of control inputs, including different types of layout controls. …

arxiv cs.cv image resolution satellite synthesis type