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GenAI's ability to produce text and images is increasingly incorporated into human-AI co-creation tasks such as storytelling and video editing. However, integrating GenAI into these tasks requires enabling users to retain control over…

人机交互 · 计算机科学 2026-02-26 Shuo Niu , Dylan Clements , Marina Margalit Nemanov , Hyungsin Kim

Data storytelling is powerful for communicating data insights, but it requires diverse skills and considerable effort from human creators. Recent research has widely explored the potential for artificial intelligence (AI) to support and…

人机交互 · 计算机科学 2024-03-19 Haotian Li , Yun Wang , 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…

人机交互 · 计算机科学 2024-04-17 Tongyu Zhou , Jeff Huang , Gromit Yeuk-Yin Chan

Storyboarding is an established method for designing user experiences. Generative AI can support this process by helping designers quickly create visual narratives. However, existing tools only focus on accurate text-to-image generation.…

人机交互 · 计算机科学 2024-07-11 Zhaohui Liang , Xiaoyu Zhang , Kevin Ma , Zhao Liu , Xipei Ren , Kosa Goucher-Lambert , Can Liu

Design processes involve exploration, iteration, and movement across interconnected stages such as persona creation, problem framing, solution ideation, and prototyping. However, time and resource constraints often hinder designers from…

人机交互 · 计算机科学 2025-08-18 Sangho Suh , Michael Lai , Kevin Pu , Steven P. Dow , Tovi Grossman

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…

计算与语言 · 计算机科学 2025-07-29 Akash Ghosh , Aparna Garimella , Pritika Ramu , Sambaran Bandyopadhyay , Sriparna Saha

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…

人机交互 · 计算机科学 2021-08-31 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller

Human-AI collaborative tools attract attentions from the data storytelling community to lower the expertise barrier and streamline the workflow. The recent advance in large-scale generative AI techniques, e.g., large language models (LLMs)…

人机交互 · 计算机科学 2025-10-31 Haotian Li , Yun Wang , Huamin Qu

Storytelling is an integral part of human culture and significantly impacts cognitive and socio-emotional development and connection. Despite the importance of interactive visual storytelling, the process of creating such content requires…

人机交互 · 计算机科学 2024-06-04 Victor Nikhil Antony , Chien-Ming Huang

Stories are central to human culture, serving to share ideas, preserve traditions, and foster connections. Automatic story generation, a key advancement in artificial intelligence (AI), offers new possibilities for creating personalized…

Creating meaningful visual narratives through human-AI collaboration requires understanding how text-image intertextuality emerges when textual intentions meet AI-generated visuals. We conducted a three-phase qualitative study with 15…

人机交互 · 计算机科学 2025-11-06 Mengyao Guo , Kexin Nie , Ze Gao , Black Sun , Xueyang Wang , Jinda Han , Xingting Wu

Layout design is ubiquitous in many applications, e.g. architecture/urban planning, etc, which involves a lengthy iterative design process. Recently, deep learning has been leveraged to automatically generate layouts via image generation,…

计算机视觉与模式识别 · 计算机科学 2022-06-09 Feixiang He , Yanlong Huang , He Wang

To facilitate the creation of compelling and engaging data stories, AI-powered tools have been introduced to automate the three stages in the workflow: analyzing data, organizing findings, and creating visuals. However, these tools rely on…

人机交互 · 计算机科学 2025-01-08 Haotian Li , Lu Ying , Leixian Shen , Yun Wang , Yingcai Wu , Huamin Qu

Data storytelling workflows ask learners to integrate analytical, design, and narrative skills, but instructors rarely have the capacity to provide detailed feedback at each step. Computational and AI-assisted storytelling offers…

人机交互 · 计算机科学 2026-05-19 Jennifer Posada , Taha Hassan , Lujie Karen Chen , Louise Yarnall , Jiaqi Gong

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.…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Wen Wang , Canyu Zhao , Hao Chen , Zhekai Chen , Kecheng Zheng , Chunhua Shen

Storytelling plays a central role in human socializing and entertainment. However, much of the research on automatic storytelling generation assumes that stories will be generated by an agent without any human interaction. In this paper, we…

计算与语言 · 计算机科学 2020-11-23 Eric Nichols , Leo Gao , Randy Gomez

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…

人机交互 · 计算机科学 2019-07-23 Weiwei Cui , Xiaoyu Zhang , Yun Wang , He Huang , Bei Chen , Lei Fang , Haidong Zhang , Jian-Guan Lou , Dongmei Zhang

Interactive systems are commonly prototyped as web applications. This approach enables studies with functional prototypes on a large scale. However, setting up these studies can be complex due to implementing experiment procedures,…

人机交互 · 计算机科学 2025-05-20 Florian Lehmann , Daniel Buschek

Data-driven storytelling is a powerful method for conveying insights by combining narrative techniques with visualizations and text. These stories integrate visual aids, such as highlighted bars and lines in charts, along with textual…

计算与语言 · 计算机科学 2024-10-07 Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Md Rizwan Parvez , Enamul Hoque , Shafiq Joty

Automatic text summarization systems commonly involve humans for preparing data or evaluating model performance, yet, there lacks a systematic understanding of humans' roles, experience, and needs when interacting with or being assisted by…

人机交互 · 计算机科学 2022-07-01 Ruijia Cheng , Alison Smith-Renner , Ke Zhang , Joel R. Tetreault , Alejandro Jaimes
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