Remote Diffusion

arXiv:2405.04717v1 Announce Type: new
Abstract: I explored adapting Stable Diffusion v1.5 for generating domain-specific satellite and aerial images in remote sensing. Recognizing the limitations of existing models like Midjourney and Stable Diffusion, trained primarily on natural RGB images and lacking context for remote sensing, I used the RSICD dataset to train a Stable Diffusion model with a loss of 0.2. I incorporated descriptive captions from the dataset for text-conditioning. Additionally, I created a synthetic dataset for a Land Use Land …

abstract aerial arxiv context cs.cv dataset diffusion diffusion model domain images limitations loss midjourney natural satellite sensing stable diffusion train type