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Scientific posters are used to present the contributions of scientific papers effectively in a graphical format. However, creating a well-designed poster that efficiently summarizes the core of a paper is both labor-intensive and…

Computer Vision and Pattern Recognition · Computer Science 2024-07-30 Shohei Tanaka , Hao Wang , Yoshitaka Ushiku

Scientific posters play a vital role in academic communication by presenting ideas through visual summaries. Analyzing reading order and parent-child relations of posters is essential for building structure-aware interfaces that facilitate…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Shohei Tanaka , Atsushi Hashimoto , Yoshitaka Ushiku

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

Artificial Intelligence · Computer Science 2016-04-15 Yuting Qiang , Yanwei Fu , Yanwen Guo , Zhi-Hua Zhou , Leonid Sigal

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

Generating texts in scientific papers requires not only capturing the content contained within the given input but also frequently acquiring the external information called \textit{context}. We push forward the scientific text generation by…

Computation and Language · Computer Science 2021-10-22 Hong Chen , Hiroya Takamura , Hideki Nakayama

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

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

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…

Human-Computer Interaction · Computer Science 2026-04-01 Xudong Zhou , Jinyuan Liang , Qiuyi Guo , Guozheng Li

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…

Artificial Intelligence · Computer Science 2026-04-24 Jiho Choi , Seojeong Park , Seongjong Song , Hyunjung Shim

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

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…

Computer Vision and Pattern Recognition · Computer Science 2023-03-29 HsiaoYuan Hsu , Xiangteng He , Yuxin Peng , Hao Kong , Qing Zhang

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…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Wei Pang , Kevin Qinghong Lin , Xiangru Jian , Xi He , Philip Torr

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

Scientific posters are one of the most common forms of scholarly communication and contain early-stage insights with potential to accelerate scientific discovery. We investigated where posters are shared, to what extent their sharing aligns…

Digital Libraries · Computer Science 2026-04-24 Aydan Gasimova , Paapa Mensah-Kane , Gerard F. Blake , Sanjay Soundarajan , James ONeill , Bhavesh Patel

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

Generating accurate and concise textual summaries from multimodal documents is challenging, especially when dealing with visually complex content like scientific posters. We introduce PosterSum, a novel benchmark to advance the development…

Computer Vision and Pattern Recognition · Computer Science 2025-02-26 Rohit Saxena , Pasquale Minervini , Frank Keller

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

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 this paper, we introduce SciGen, a new challenge dataset for the task of reasoning-aware data-to-text generation consisting of tables from scientific articles and their corresponding descriptions. Describing scientific tables goes beyond…

Computation and Language · Computer Science 2021-04-20 Nafise Sadat Moosavi , Andreas Rücklé , Dan Roth , Iryna Gurevych

Creating high-quality figures and visualizations for scientific papers is a time-consuming task that requires both deep domain knowledge and professional design skills. Despite over 2.5 million scientific papers published annually, the…

Artificial Intelligence · Computer Science 2026-01-09 Siyuan Huang , Yutong Gao , Juyang Bai , Yifan Zhou , Zi Yin , Xinxin Liu , Rama Chellappa , Chun Pong Lau , Sayan Nag , Cheng Peng , Shraman Pramanick
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