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Data visualizations and narratives are often integrated to convey data stories effectively. Among various data storytelling formats, data videos have been garnering increasing attention. These videos provide an intuitive interpretation of…

人机交互 · 计算机科学 2023-08-10 Leixian Shen , Yizhi Zhang , Haidong Zhang , Yun Wang

Creating data videos that effectively narrate stories with animated visuals requires substantial effort and expertise. A promising research trend is leveraging the easy-to-use natural language (NL) interaction to automatically synthesize…

人机交互 · 计算机科学 2024-10-07 Leixian Shen , Haotian Li , Yun Wang , Tianqi Luo , Yuyu Luo , Huamin Qu

Animating metaphoric visualizations brings data to life, enhancing the comprehension of abstract data encodings and fostering deeper engagement. However, creators face significant challenges in designing these animations, such as crafting…

人机交互 · 计算机科学 2026-04-28 Liwenhan Xie , Jiayi Zhou , Anyi Rao , Huamin Qu , Xinhuan Shu

Datamation is designed to animate an analysis pipeline step by step, which is an intuitive and effective way to interpret the results from data analysis. However, creating a datamation is not easy. A qualified datamation needs to not only…

人机交互 · 计算机科学 2023-04-13 Yi Guo , Nan Cao , Ligan Cai , Yanqiu Wu , Daniel Weiskopf , Danqing Shi , Qing Chen

Data-driven storytelling has gained prominence in journalism and other data reporting fields. However, the process of creating these stories remains challenging, often requiring the integration of effective visualizations with compelling…

人机交互 · 计算机科学 2025-04-01 Yu Fu , Dennis Bromley , Vidya Setlur

Visual data storytelling is gaining importance as a means of presenting data-driven information or analysis results, especially to the general public. This has resulted in design principles being proposed for data-driven storytelling, and…

人机交互 · 计算机科学 2021-05-17 Jian Zhao , Shenyu Xu , Senthil Chandrasegaran , Chris Bryan , Fan Du , Aditi Mishra , Xin Qian , Yiran Li , Kwan-Liu Ma

Data videos are a powerful medium for visual data based storytelling, combining animated, chart-centric visualizations with synchronized narration. Widely used in journalism, education, and public communication, they help audiences…

人工智能 · 计算机科学 2026-04-29 Ridwan Mahbub , Syem Aziz , Mahir Ahmed , Shadikur Rahman , Mizanur Rahman , Shafiq Joty , Enamul Hoque

Animated data videos have gained significant popularity in recent years. However, authoring data videos remains challenging due to the complexity of creating and coordinating diverse components (e.g., visualization, animation, audio, etc.).…

人机交互 · 计算机科学 2025-02-10 Leixian Shen , Haotian Li , Yun Wang , Huamin Qu

Narrative visualization is a powerful communicative tool that can take on various formats such as interactive articles, slideshows, and data videos. These formats each have their strengths and weaknesses, but existing authoring tools only…

人机交互 · 计算机科学 2022-05-23 Matthew Conlen , Jeffrey Heer

Data-rich documents are commonly found across various fields such as business, finance, and science. However, a general limitation of these documents for reading is their reliance on text to convey data and facts. Visual representation of…

人机交互 · 计算机科学 2025-02-25 Zekai Shao , Leixian Shen , Haotian Li , Yi Shan , Huamin Qu , Yun Wang , Siming Chen

Data videos -- motion graphics that incorporate visualizations -- have been recognized as an effective way to communicate ideas, but creating such video requires both time and expertise, precluding them from being created and streamed live.…

人机交互 · 计算机科学 2022-10-18 Zhenpeng Zhao , Niklas Elmqvist

The core challenge for streaming video generation is maintaining the content consistency in long context, which poses high requirement for the memory design. Most existing solutions maintain the memory by compressing historical frames with…

计算机视觉与模式识别 · 计算机科学 2025-12-17 Sihui Ji , Xi Chen , Shuai Yang , Xin Tao , Pengfei Wan , Hengshuang Zhao

We present a method to create storytelling visualization with time series data. Many personal decisions nowadays rely on access to dynamic data regularly, as we have seen during the COVID-19 pandemic. It is thus desirable to construct…

The rapidly growing demand for high-quality data in Large Language Models (LLMs) has intensified the need for scalable, reliable, and semantically rich data preparation pipelines. However, current practices remain dominated by ad-hoc…

In recent years, narrative visualization has gained much attention. Researchers have proposed different design spaces for various narrative visualization genres and scenarios to facilitate the creation process. As users' needs grow and…

人机交互 · 计算机科学 2023-03-23 Qing Chen , Shixiong Cao , Jiazhe Wang , Nan Cao

Embedding data visualizations in video can enhance the communication of complex information. However, this process is often labor-intensive, requiring designers to adjust visualizations frame by frame manually. In this work, we present…

人机交互 · 计算机科学 2026-01-01 Yi He , Yuqi Liu , Chenpu Li , Ruoyan Chen , Chuer Chen , Shengqi Dang , Nan Cao

Creating data stories from raw data is challenging due to humans' limited attention spans and the need for specialized skills. Recent advancements in large language models (LLMs) offer great opportunities to develop systems with autonomous…

人机交互 · 计算机科学 2024-08-08 Leixian Shen , Haotian Li , Yun Wang , Huamin Qu

Text-to-video models have demonstrated impressive capabilities in producing diverse and captivating video content, showcasing a notable advancement in generative AI. However, these models generally lack fine-grained control over motion…

计算机视觉与模式识别 · 计算机科学 2024-12-09 Tuna Han Salih Meral , Hidir Yesiltepe , Connor Dunlop , Pinar Yanardag

Recent advancements in video generation models have significantly improved their ability to follow text prompts. However, the customization of dynamic visual effects, defined as temporally evolving and appearance-driven visual phenomena…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Rui Zhao , Mike Zheng Shou

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
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