Beyond Text Prompts: Visual-to-Visual Generation as A Unified Paradigm 事件

Beyond Text Prompts: Visual-to-Visual Generation as A Unified Paradigm arXiv:2605.12271v2 Announce Type: replace Abstract: Humans often specify and create through visual artifacts: typography sheets, sketches, reference images, and annotated scenes. Yet modern visual generators still ask users to serialize this intent into text, a bottleneck that compresses signals like spatial structure, exact appearance, and glyph shape. We propose \textbf{\emph{visual-to-visual} (V2V)} generation, in which t