reComposer：可编辑规划框架让图像生成过程可控
reComposer: Editable Planning for Controllable Image Generation
做生成式设计工具或研究人机交互的可以看看这篇。它把提示词拆成主体、构图、配色这些可单独编辑的规划项，用户改一处不用推翻整张图，8 位专业用户实测反馈掌控感明显更好。
论文 reComposer 提出一种面向过程的图像生成交互界面，把提示词驱动的单次输出拆解为可编辑的规划步骤，覆盖主体、构图、配色等具体创作决策。
系统支持对话式交互与直接操作两种方式，用户可在概念层面的意图与视觉层面的控制之间来回切换，逐步探索未明确的创作目标。研究团队邀请 8 名设计与非设计背景的专业人士进行评估，参与者反馈在生成视觉资产、探索备选方案和迭代细节时，掌控感与所有权均高于传统提示词方式。
reComposer: Editable Planning for Controllable Image Generation
Prompt-based image generation makes it easy to produce visual assets, but offers little support for engaging with the creative process. Prompting collapses interdependent creative decisions into a monolithic instruction and returns a finished image, leaving control limited to revising the prompt or correcting the model's output. We present reComposer, a process-oriented image-generation interface built around editable planning, which decomposes users' evolving intent into meaningful creative decisions - such as subject, composition, or palette - and collaborates with users to explore underspecified goals and alternatives. reComposer supports conversational and direct manipulation of the plan, moving between concept-level intent and visual-level control. We evaluated reComposer with 8 design and non-design professionals. Compared to prompting, participants felt greater control and ownership while developing visual assets, exploring alternatives, and iterating on details. Our findings suggest how shifting generative AI interaction from specifying outputs to shaping process can support creative thinking alongside asset production.
This report is categorized under AITOP's "Papers" desk, focusing on US frontier AI labs and Silicon Valley technology leaders. Within our cross-regional analytical framework, it directly maps to AI developer toolchains, coding agents, and engineering workflows. Key entities and technical topics under continuous tracking include reComposer, 图像生成, 人机交互, 提示词工程.
Source attribution: curated from arXiv cs.AI (@Susie S. Y. Li, Angie Boggust, Fred Hohman, Donghao Ren, Dominik Moritz, Yannick Assogba).