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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

Infographics are documents designed to effectively communicate information using a combination of textual, graphical and visual elements. In this work, we explore the automatic understanding of infographic images by using Visual Question…

Computer Vision and Pattern Recognition · Computer Science 2021-08-24 Minesh Mathew , Viraj Bagal , Rubèn Pérez Tito , Dimosthenis Karatzas , Ernest Valveny , C. V Jawahar

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

Graphic design is an effective language for visual communication. Using complex composition of visual elements (e.g., shape, color, font) guided by design principles and aesthetics, design helps produce more visually-appealing content. The…

Human-Computer Interaction · Computer Science 2023-09-06 Danqing Huang , Jiaqi Guo , Shizhao Sun , Hanling Tian , Jieru Lin , Zheng Hu , Chin-Yew Lin , Jian-Guang Lou , Dongmei Zhang

While infographics have become a powerful medium for communicating data-driven stories, authoring them from scratch remains challenging, especially for novice users. Retrieving relevant exemplars from a large corpus can provide design…

Information Retrieval · Computer Science 2026-04-10 Jing Xu , Jiarui Hu , Zhihao Shuai , Yiyun Chen , Weikai Yang

Infographic is a data visualization technique which combines graphic and textual descriptions in an aesthetic and effective manner. Creating infographics is a difficult and time-consuming process which often requires significant attempts…

Human-Computer Interaction · Computer Science 2020-08-05 Chunyao Qian , Shizhao Sun , Weiwei Cui , Jian-Guang Lou , Haidong Zhang , Dongmei Zhang

When designing infographics, general users usually struggle with getting desired color palettes using existing infographic authoring tools, which sometimes sacrifice customizability, require design expertise, or neglect the influence of…

Human-Computer Interaction · Computer Science 2021-02-04 Lin-Ping Yuan , Ziqi Zhou , Jian Zhao , Yiqiu Guo , Fan Du , Huamin Qu

The message a designer wants to convey plays a pivotal role in directing the design of an infographic, yet most authoring workflows start with creating the visualizations or graphics first without gauging whether they fit the message. To…

Human-Computer Interaction · Computer Science 2024-04-17 Tongyu Zhou , Jeff Huang , Gromit Yeuk-Yin Chan

Statistical infographics are powerful tools that simplify complex data into visually engaging and easy-to-understand formats. Despite advancements in AI, particularly with LLMs, existing efforts have been limited to generating simple…

Computation and Language · Computer Science 2025-07-29 Akash Ghosh , Aparna Garimella , Pritika Ramu , Sambaran Bandyopadhyay , Sriparna Saha

Widely used in news, business, and educational media, infographics are handcrafted to effectively communicate messages about complex and often abstract topics including `ways to conserve the environment' and `understanding the financial…

Computer Vision and Pattern Recognition · Computer Science 2024-01-01 Spandan Madan , Zoya Bylinskii , Matthew Tancik , Adrià Recasens , Kimberli Zhong , Sami Alsheikh , Hanspeter Pfister , Aude Oliva , Fredo Durand

Information Visualization techniques are built on a context with many factors related to both vision and cognition, making it difficult to draw a clear picture of how data visually turns into comprehension. In the intent of promoting a…

Graphics · Computer Science 2016-05-16 Jose Rodrigues-Jr , Luciana Zaina , Maria Oliveira , Bruno Brandoli , Agma Traina

Infographic is a type of information visualization that uses graphic design to enhance human ability to identify patterns and trends. It is popularly used to support spread of information. Yet, there are few studies that investigate how…

Infographics are complex graphic designs integrating text, images, charts and sketches. Despite the increasing popularity of infographics and the rapid growth of online design portfolios, little research investigates how we can take…

Graphics · Computer Science 2015-05-07 Babak Saleh , Mira Dontcheva , Aaron Hertzmann , Zhicheng Liu

Infographics are visual representations designed for efficient and effective communication of data and knowledge. One crucial aspect of infographic design is the interplay between text and visual elements, particularly in circular…

Human-Computer Interaction · Computer Science 2024-02-09 Shuqi He , Yuqing Chen , Yuxin Xia , Yichun Li , Hai-Ning Liang , Lingyun Yu

Geographic infographics are increasingly utilized across various domains to convey spatially relevant information effectively. However, creating these infographics typically requires substantial expertise in design and visualization, as…

Human-Computer Interaction · Computer Science 2024-09-23 Xinyuan Zhang , Yifan Xu , Kaiwen Li , Lingyun Yu , Yu Liu

We introduce the problem of visual hashtag discovery for infographics: extracting visual elements from an infographic that are diagnostic of its topic. Given an infographic as input, our computational approach automatically outputs textual…

Computer Vision and Pattern Recognition · Computer Science 2017-09-28 Zoya Bylinskii , Sami Alsheikh , Spandan Madan , Adria Recasens , Kimberli Zhong , Hanspeter Pfister , Fredo Durand , Aude Oliva

GIFs are enjoying increasing popularity on social media as a format for data-driven storytelling with visualization; simple visual messages are embedded in short animations that usually last less than 15 seconds and are played in automatic…

Human-Computer Interaction · Computer Science 2020-09-09 Xinhuan Shu , Aoyu Wu , Junxiu Tang , Benjamin Bach , Yingcai Wu , Huamin Qu

Designers need to consider not only perceptual effectiveness but also visual styles when creating an infographic. This process can be difficult and time consuming for professional designers, not to mention non-expert users, leading to the…

Human-Computer Interaction · Computer Science 2023-10-10 Chen Zhu-Tian , Yun Wang , Qianwen Wang , Yong Wang , Huamin Qu

Infographic charts are a powerful medium for communicating abstract data by combining visual elements (e.g., charts, images) with textual information. However, their visual and structural richness poses challenges for large vision-language…

Computer Vision and Pattern Recognition · Computer Science 2025-10-17 Zhen Li , Duan Li , Yukai Guo , Xinyuan Guo , Bowen Li , Lanxi Xiao , Shenyu Qiao , Jiashu Chen , Zijian Wu , Hui Zhang , Xinhuan Shu , Shixia Liu

Storytelling infographics are a powerful medium for communicating data-driven stories through visual presentation. However, existing authoring tools lack support for maintaining story consistency and aligning with users' story goals…

Human-Computer Interaction · Computer Science 2026-02-27 Jielin Feng , Xinwu Ye , Qianhui Li , Verena Ingrid Prantl , Jun-Hsiang Yao , Yuheng Zhao , Yun Wang , Siming Chen
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