LTOS: Layout-controllable Text-Object Synthesis via Adaptive Cross-attention Fusions

arXiv:2404.13579v1 Announce Type: new
Abstract: Controllable text-to-image generation synthesizes visual text and objects in images with certain conditions, which are frequently applied to emoji and poster generation. Visual text rendering and layout-to-image generation tasks have been popular in controllable text-to-image generation. However, each of these tasks typically focuses on single modality generation or rendering, leaving yet-to-be-bridged gaps between the approaches correspondingly designed for each of the tasks. In this paper, we combine text rendering and layout-to-image generation tasks into a …

abstract arxiv attention cs.ai cs.cv emoji however image image generation images object objects popular rendering synthesis tasks text text-to-image type via visual