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Related papers: AutoPoster: A Highly Automatic and Content-aware D…

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In this paper, we propose a method that efficiently utilizes appearance features and text vectors to accurately classify political posters from other similar political images. The majority of this work focuses on political posters that are…

Computer Vision and Pattern Recognition · Computer Science 2020-12-22 Xuan Qin , Meizhu Liu , Yifan Hu , Christina Moo , Christian M. Riblet , Changwei Hu , Kevin Yen , Haibin Ling

Poster designing can benefit from synchronous feedback from target audiences. However, gathering audiences with diverse perspectives and reconciling them on design edits can be challenging. Recent generative AI models present opportunities…

Human-Computer Interaction · Computer Science 2025-07-25 Donghoon Shin , Daniel Lee , Gary Hsieh , Gromit Yeuk-Yin Chan

Poster layout is a crucial aspect of poster design. Prior methods primarily focus on the correlation between visual content and graphic elements. However, a pleasant layout should also consider the relationship between visual and textual…

Computer Vision and Pattern Recognition · Computer Science 2024-01-12 Fengheng Li , An Liu , Wei Feng , Honghe Zhu , Yaoyu Li , Zheng Zhang , Jingjing Lv , Xin Zhu , Junjie Shen , Zhangang Lin , Jingping Shao

Product poster generation significantly optimizes design efficiency and reduces production costs. Prevailing methods predominantly rely on image-inpainting methods to generate clean background images for given products. Subsequently, poster…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Zhaochen Li , Fengheng Li , Wei Feng , Honghe Zhu , Yaoyu Li , Zheng Zhang , Jingjing Lv , Junjie Shen , Zhangang Lin , Jingping Shao , Zhenglu Yang

In poster design, content-aware layout generation is crucial for automatically arranging visual-textual elements on the given image. With limited training data, existing work focused on image-centric enhancement. However, this neglects the…

Graphics · Computer Science 2025-05-28 HsiaoYuan Hsu , Yuxin Peng

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…

Computer Vision and Pattern Recognition · Computer Science 2024-11-27 Tao Yang , Yingmin Luo , Zhongang Qi , Yang Wu , Ying Shan , Chang Wen Chen

Researchers often summarize their work in the form of scientific posters. Posters provide a coherent and efficient way to convey core ideas expressed in scientific papers. Generating a good scientific poster, however, is a complex and time…

Computer Vision and Pattern Recognition · Computer Science 2017-02-22 Yu-ting Qiang , Yanwei Fu , Xiao Yu , Yanwen Guo , Zhi-Hua Zhou , Leonid Sigal

Academic posters are vital for scholarly communication, yet their manual creation is time-consuming. However, automated academic poster generation faces significant challenges in preserving intricate scientific details and achieving…

Computation and Language · Computer Science 2025-05-26 Tao Sun , Enhao Pan , Zhengkai Yang , Kaixin Sui , Jiajun Shi , Xianfu Cheng , Tongliang Li , Wenhao Huang , Ge Zhang , Jian Yang , Zhoujun Li

E-commerce product poster generation aims to automatically synthesize a single image that effectively conveys product information by presenting a subject, text, and a designed style. Recent diffusion models with fine-grained and efficient…

Computer Vision and Pattern Recognition · Computer Science 2026-03-09 Yuxin Qin , Ke Cao , Haowei Liu , Ao Ma , Fengheng Li , Honghe Zhu , Zheng Zhang , Run Ling , Wei Feng , Xuanhua He , Zhanjie Zhang , Zhen Guo , Haoyi Bian , Jingjing Lv , Junjie Shen , Ching Law

This paper focuses on automatically generating the text of an ad, and the goal is that the generated text can capture user interest for achieving higher click-through rate (CTR). We propose CREATER, a CTR-driven advertising text generation…

Computation and Language · Computer Science 2022-05-19 Penghui Wei , Xuanhua Yang , Shaoguo Liu , Liang Wang , Bo Zheng

In the online advertising industry, the process of designing an ad creative (i.e., ad text and image) requires manual labor. Typically, each advertiser launches multiple creatives via online A/B tests to infer effective creatives for the…

Computation and Language · Computer Science 2020-12-03 Shaunak Mishra , Manisha Verma , Yichao Zhou , Kapil Thadani , Wei Wang

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…

Computer Vision and Pattern Recognition · Computer Science 2025-05-28 HsiaoYuan Hsu , Yuxin Peng

Movie posters are vital for captivating audiences, conveying themes, and driving market competition in the film industry. While traditional designs are laborious, intelligent generation technology offers efficiency gains and design…

Computer Vision and Pattern Recognition · Computer Science 2024-10-23 Meng Xu , Tong Zhang , Fuyun Wang , Yi Lei , Xin Liu , Zhen Cui

Computational Design approaches facilitate the generation of typographic design, but evaluating these designs remains a challenging task. In this paper, we propose a set of heuristic metrics for typographic design evaluation, focusing on…

Multimedia · Computer Science 2024-02-13 Sérgio M. Rebelo , J. J. Merelo , João Bicker , Penousal Machado

Automated academic poster generation aims to distill lengthy research papers into concise, visually coherent presentations. Existing Multimodal Large Language Models (MLLMs) based approaches, however, suffer from three critical limitations:…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Wenxin Tang , Jingyu Xiao , Yanpei Gong , Fengyuan Ran , Tongchuan Xia , Junliang Liu , Man Ho Lam , Wenxuan Wang , Michael R. Lyu

There is more to images than their objective physical content: for example, advertisements are created to persuade a viewer to take a certain action. We propose the novel problem of automatic advertisement understanding. To enable research…

Computer Vision and Pattern Recognition · Computer Science 2017-07-12 Zaeem Hussain , Mingda Zhang , Xiaozhong Zhang , Keren Ye , Christopher Thomas , Zuha Agha , Nathan Ong , Adriana Kovashka

Search advertising, a popular method for online marketing, has been employed to improve health by eliciting positive behavioral change. However, writing effective advertisements requires expertise and experimentation, which may not be…

Information Retrieval · Computer Science 2020-07-14 Brit Youngmann , Ran Gilad-Bachrach , Danny Karmon , Elad Yom-Tov

Homepage is the first touch point in the customer's journey and is one of the prominent channels of revenue for many e-commerce companies. A user's attention is mostly captured by homepage banner images (also called Ads/Creatives). The set…

Information Retrieval · Computer Science 2019-08-28 Sreekanth Vempati , Korah T Malayil , Sruthi V , Sandeep R

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…

Computer Vision and Pattern Recognition · Computer Science 2024-07-30 Jaejung Seol , Seojun Kim , Jaejun Yoo

Story visualization aims to generate a series of images that match the story described in texts, and it requires the generated images to satisfy high quality, alignment with the text description, and consistency in character identities.…

Computer Vision and Pattern Recognition · Computer Science 2023-11-21 Wen Wang , Canyu Zhao , Hao Chen , Zhekai Chen , Kecheng Zheng , Chunhua Shen