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

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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…

Computer Vision and Pattern Recognition · Computer Science 2026-02-13 Sixiang Chen , Jianyu Lai , Jialin Gao , Hengyu Shi , Zhongying Liu , Tian Ye , Junfeng Luo , Xiaoming Wei , Lei Zhu

The problem of poster generation for scientific papers is under-investigated. Posters often present the most important information of papers, and the task can be considered as a special form of document summarization. Previous studies focus…

Computation and Language · Computer Science 2021-12-17 Sheng Xu , Xiaojun Wan

Generating realistic and user-preferred advertisements is a key challenge in e-commerce. Existing approaches utilize multiple independent models driven by click-through-rate (CTR) to controllably create attractive image or text…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Yexing Xu , Wei Feng , Shen Zhang , Haohan Wang , Yuxin Qin , Yaoyu Li , Ao Ma , Yuhao Luo , Lu Wang , Xudong Ren , Haoran Wang , Run Ling , Zheng Zhang , Jingjing Lv , Junjie Shen , Ching Law , Longguang Wang , Yulan Guo

Layout plays a crucial role in graphic design and poster generation. Recently, the application of deep learning models for layout generation has gained significant attention. This paper focuses on using a GAN-based model conditioned on…

Machine Learning · Computer Science 2026-04-10 Chenchen Xu , Min Zhou , Tiezheng Ge , Weiwei Xu

In this paper, we examine the visual variability of objects across different ad categories, i.e. what causes an advertisement to be visually persuasive. We focus on modeling and generating faces which appear to come from different types of…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Christopher Thomas , Adriana Kovashka

We present a design study of developing a visualisation poster. Posters can be difficult to create, and the story on a poster is not always clear. Using a case-study approach we propose three important aspects: the poster should have a…

Human-Computer Interaction · Computer Science 2024-08-21 Rhiannon Owen , Jonathan Roberts

Combining data content with visual embellishments, infographics can effectively deliver messages in an engaging and memorable manner. Various authoring tools have been proposed to facilitate the creation of infographics. However, creating a…

Human-Computer Interaction · Computer Science 2019-07-23 Weiwei Cui , Xiaoyu Zhang , Yun Wang , He Huang , Bei Chen , Lei Fang , Haidong Zhang , Jian-Guan Lou , Dongmei Zhang

Companies use banners extensively to promote their products, and the intelligent automatic synthesis of banners is a challenging event. Under the premise of inputting only a small amount of information such as product, text and size, it can…

Human-Computer Interaction · Computer Science 2023-03-21 Guandong Li , Xian Yang

Video contents have become a critical tool for promoting products in E-commerce. However, the lack of automatic promotional video generation solutions makes large-scale video-based promotion campaigns infeasible. The first step of…

Multimedia · Computer Science 2021-03-31 Chang Liu , Yi Dong , Han Yu , Zhiqi Shen , Zhanning Gao , Pan Wang , Changgong Zhang , Peiran Ren , Xuansong Xie , Lizhen Cui , Chunyan Miao

Graphic Design encompasses a wide range of activities from the design of traditional print media (e.g., books and posters) to site-specific (e.g., signage systems) and electronic media (e.g., interfaces). Its practice always explores the…

Human-Computer Interaction · Computer Science 2018-11-30 Sérgio Rebelo , Pedro Martins , João Bicker , Penousal Machado

In digital advertising, the selection of the optimal item (recommendation) and its best creative presentation (creative optimization) have traditionally been considered separate disciplines. However, both contribute significantly to user…

Information Retrieval · Computer Science 2023-09-22 Veronika Shilova , Ludovic Dos Santos , Flavian Vasile , Gaëtan Racic , Ugo Tanielian

In this work, we propose a complete framework that generates visual art. Unlike previous stylization methods that are not flexible with style parameters (i.e., they allow stylization with only one style image, a single stylization text or…

Computer Vision and Pattern Recognition · Computer Science 2025-08-08 Marian Lupascu , Ryan Murdock , Ionut Mironica , Yijun Li

Designing infographics can be a tedious process for non-experts and time-consuming even for professional designers. Based on the literature and a formative study, we propose a flexible framework for automated and semi-automated infographics…

Human-Computer Interaction · Computer Science 2021-08-31 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller

Modeling what makes an advertisement persuasive, i.e., eliciting the desired response from consumer, is critical to the study of propaganda, social psychology, and marketing. Despite its importance, computational modeling of persuasion in…

Efficient authoring of vast virtual environments hinges on algorithms that are able to automatically generate content while also being controllable. We propose a method to automatically generate furniture layouts for indoor environments.…

Computer Vision and Pattern Recognition · Computer Science 2019-01-28 Paul Henderson , Kartic Subr , Vittorio Ferrari

We present PosterIQ, a design-driven benchmark for poster understanding and generation, annotated across composition structure, typographic hierarchy, and semantic intent. It includes 7,765 image-annotation instances and 822 generation…

Computer Vision and Pattern Recognition · Computer Science 2026-03-26 Yuheng Feng , Wen Zhang , Haodong Duan , Xingxing Zou

In the film industry, movie posters have been an essential part of advertising and marketing for many decades, and continue to play a vital role even today in the form of digital posters through online, social media and OTT (over-the-top)…

Artificial Intelligence · Computer Science 2024-10-15 Utsav Kumar Nareti , Chandranath Adak , Soumi Chattopadhyay

Constructive visualization uses physical data units - tokens - to enable non-experts to create personalized visualizations engagingly. However, its physical nature limits efficiency and scalability. One potential solution to address this…

Human-Computer Interaction · Computer Science 2023-08-09 Wei Wei , Samuel Huron , Yvonne Jansen

We propose AutoLegend to generate interactive visualization legends using online learning with user feedback. AutoLegend accurately extracts symbols and channels from visualizations and then generates quality legends. AutoLegend enables a…

Human-Computer Interaction · Computer Science 2024-07-24 Can Liu , Xiyao Mei , Zhibang Jiang , Shaocong Tan , Xiaoru Yuan

Layout is essential for graphic design and poster generation. Recently, applying deep learning models to generate layouts has attracted increasing attention. This paper focuses on using the GAN-based model conditioned on image contents to…

Computer Vision and Pattern Recognition · Computer Science 2023-03-28 Chenchen Xu , Min Zhou , Tiezheng Ge , Yuning Jiang , Weiwei Xu