Salient Object-Aware Background Generation using Text-Guided Diffusion Models

arXiv:2404.10157v1 Announce Type: cross
Abstract: Generating background scenes for salient objects plays a crucial role across various domains including creative design and e-commerce, as it enhances the presentation and context of subjects by integrating them into tailored environments. Background generation can be framed as a task of text-conditioned outpainting, where the goal is to extend image content beyond a salient object's boundaries on a blank background. Although popular diffusion models for text-guided inpainting can also be used for outpainting by …

abstract arxiv commerce context creative cs.cv cs.lg design diffusion diffusion models domains e-commerce environments object object-aware objects outpainting presentation role text them type