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相关论文: PosterCraft: Rethinking High-Quality Aesthetic Pos…

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Commercial-grade poster design demands the seamless integration of aesthetic appeal with precise, informative content delivery. Current automated poster generation systems face significant limitations, including incomplete design workflows,…

计算机视觉与模式识别 · 计算机科学 2026-01-08 Junle Liu , Peirong Zhang , Yuyi Zhang , Pengyu Yan , Hui Zhou , Xinyue Zhou , Fengjun Guo , Lianwen Jin

Poster design is a critical medium for visual communication. Prior work has explored automatic poster design using deep learning techniques, but these approaches lack text accuracy, user customization, and aesthetic appeal, limiting their…

图形学 · 计算机科学 2025-03-20 Haoyu Chen , Xiaojie Xu , Wenbo Li , Jingjing Ren , Tian Ye , Songhua Liu , Ying-Cong Chen , Lei Zhu , Xinchao Wang

Content-aware visual-textual presentation layout aims at arranging spatial space on the given canvas for pre-defined elements, including text, logo, and underlay, which is a key to automatic template-free creative graphic design. In…

计算机视觉与模式识别 · 计算机科学 2023-03-29 HsiaoYuan Hsu , Xiangteng He , Yuxin Peng , Hao Kong , Qing Zhang

Automating scientific poster generation requires hierarchical document understanding and coherent content-layout planning. Existing methods often rely on flat summarization or optimize content and layout separately. As a result, they often…

人工智能 · 计算机科学 2026-04-24 Jiho Choi , Seojeong Park , Seongjong Song , Hyunjung Shim

Product posters, which integrate subject, scene, and text, are crucial promotional tools for attracting customers. Creating such posters using modern image generation methods is valuable, while the main challenge lies in accurately…

计算机视觉与模式识别 · 计算机科学 2025-04-10 Yifan Gao , Zihang Lin , Chuanbin Liu , Min Zhou , Tiezheng Ge , Bo Zheng , Hongtao Xie

Recent advancements in the text-rendering capabilities of image generation models have made the end-to-end creation of graphic design content, such as posters, increasingly feasible. However, existing reward models fall short of accurately…

Visual layout plays a critical role in graphic design fields such as advertising, posters, and web UI design. The recent trend towards content-aware layout generation through generative models has shown promise, yet it often overlooks the…

计算机视觉与模式识别 · 计算机科学 2024-07-30 Jaejung Seol , Seojun Kim , Jaejun Yoo

Image-to-poster generation is a high-demand task requiring not only local adjustments but also high-level design understanding. Models must generate text, layout, style, and visual elements while preserving semantic fidelity and aesthetic…

计算机视觉与模式识别 · 计算机科学 2026-02-13 Sixiang Chen , Jianyu Lai , Jialin Gao , Hengyu Shi , Zhongying Liu , Tian Ye , Junfeng Luo , Xiaoming Wei , Lei Zhu

Layout generation is the keystone in achieving automated graphic design, requiring arranging the position and size of various multi-modal design elements in a visually pleasing and constraint-following manner. Previous approaches are either…

计算机视觉与模式识别 · 计算机科学 2024-11-27 Tao Yang , Yingmin Luo , Zhongang Qi , Yang Wu , Ying Shan , Chang Wen Chen

Product posters blend striking visuals with informative text to highlight the product and capture customer attention. However, crafting appealing posters and manually optimizing them based on online performance is laborious and…

计算机视觉与模式识别 · 计算机科学 2025-12-29 Jiahao Fan , Yuxin Qin , Wei Feng , Yanyin Chen , Yaoyu Li , Ao Ma , Yixiu Li , Li Zhuang , Haoyi Bian , Zheng Zhang , Jingjing Lv , Junjie Shen , Ching Law

We present DreamPoster, a Text-to-Image generation framework that intelligently synthesizes high-quality posters from user-provided images and text prompts while maintaining content fidelity and supporting flexible resolution and layout…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Xiwei Hu , Haokun Chen , Zhongqi Qi , Hui Zhang , Dexiang Hong , Jie Shao , Xinglong Wu

Portrait composition plays a central role in portrait aesthetics and visual communication, yet existing datasets and benchmarks mainly focus on coarse aesthetic scoring, generic image aesthetics, or unconstrained portrait generation. This…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Yuyang Sha , Zijie Lou , Youyun Tang , Xiaochao Qu , Zheng Qu , Ben Xia , Haoxiang Li , Ting Liu , Luoqi Liu

Poster generation is a significant task for a wide range of applications, which is often time-consuming and requires lots of manual editing and artistic experience. In this paper, we propose a novel data-driven framework, called…

多媒体 · 计算机科学 2023-01-09 Chuhao Jin , Hongteng Xu , Ruihua Song , Zhiwu Lu

Advertising posters, a form of information presentation, combine visual and linguistic modalities. Creating a poster involves multiple steps and necessitates design experience and creativity. This paper introduces AutoPoster, a highly…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Jinpeng Lin , Min Zhou , Ye Ma , Yifan Gao , Chenxi Fei , Yangjian Chen , Zhang Yu , Tiezheng Ge

Generating realistic 3D indoor scenes from user inputs remains a challenging problem in computer vision and graphics, requiring careful balance of geometric consistency, spatial relationships, and visual realism. While neural generation…

计算机视觉与模式识别 · 计算机科学 2025-06-30 Mengqi Zhou , Xipeng Wang , Yuxi Wang , Zhaoxiang Zhang

Posters play a crucial role in marketing and advertising by enhancing visual communication and brand visibility, making significant contributions to industrial design. With the latest advancements in controllable T2I diffusion models,…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Jian Ma , Yonglin Deng , Chen Chen , Nanyang Du , Haonan Lu , Zhenyu Yang

We present iPoster, an interactive layout generation framework that empowers users to guide content-aware poster layout design by specifying flexible constraints. iPoster enables users to specify partial intentions within the intention…

人机交互 · 计算机科学 2026-04-01 Xudong Zhou , Jinyuan Liang , Qiuyi Guo , Guozheng Li

Product poster generation poses distinct challenges beyond general poster design, requiring both faithful preservation of product appearance and precise control over dense, multi-line text layouts. Prior methods typically adopt inpainting…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Benlei Cui , Fangao Zeng , Weitao Jiang , Yuwen Zhai , Haiwen Hong , Longtao Huang , Hui Xue , Wenxiang Shang , Pipei Huang

In AI-empowered poster design, content-aware layout generation is crucial for the on-image arrangement of visual-textual elements, e.g., logo, text, and underlay. To perceive the background images, existing work demanded a high parameter…

计算机视觉与模式识别 · 计算机科学 2025-05-28 HsiaoYuan Hsu , Yuxin Peng

Academic poster generation is a crucial yet challenging task in scientific communication, requiring the compression of long-context interleaved documents into a single, visually coherent page. To address this challenge, we introduce the…

计算机视觉与模式识别 · 计算机科学 2025-10-31 Wei Pang , Kevin Qinghong Lin , Xiangru Jian , Xi He , Philip Torr
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