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Data videos are becoming increasingly popular in society and academia. Yet little is known about how to create endings that strengthen a lasting impression and persuasion. To fulfill the gap, this work aims to develop guidelines for data…

Human-Computer Interaction · Computer Science 2023-03-28 Xian Xu , Aoyu Wu , Leni Yang , Zheng Wei , Rong Huang , David Yip , Huamin Qu

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.).…

Human-Computer Interaction · Computer Science 2025-02-10 Leixian Shen , Haotian Li , Yun Wang , Huamin Qu

Educational videos are widely used across various instructional models in higher education to support flexible and self-paced learning. However, student engagement with these videos varies significantly depending on how they are designed.…

Applications · Statistics 2025-12-19 Mohamed Tolba , Olivia Kendall , Daniel Tudball Smith , Alexander Gregg , Tony Vo , Scott Wordley

In this paper, we suggest a novel method to help learners find relevant open educational videos to master skills demanded on the labour market. We have built a prototype, which 1) applies text classification and text mining methods on job…

Computers and Society · Computer Science 2020-05-22 Mohammadreza Tavakoli , Sherzod Hakimov , Ralph Ewerth , Gábor Kismihók

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

Transitions are widely used in data videos to seamlessly connect data-driven charts or connect visualizations and non-data-driven motion graphics. To inform the transition designs in data videos, we conduct a content analysis based on more…

Human-Computer Interaction · Computer Science 2020-09-14 Junxiu Tang , Lingyun Yu , Tan Tang , Xinhuan Shu , Lu Ying , Yuhua Zhou , Peiran Ren , Yingcai Wu

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.…

Human-Computer Interaction · Computer Science 2022-10-18 Zhenpeng Zhao , Niklas Elmqvist

Choosing a suitable visualization for data is a difficult task. Current data visualization recommender systems exist to aid in choosing a visualization, yet suffer from issues such as low accessibility and indecisiveness. In this study, we…

Human-Computer Interaction · Computer Science 2019-11-12 Petra Kubernátová , Magda Friedjungová , Max van Duijn

An increasing number of web articles engage the reader with the feeling of being immersed in the data space. However, the exact characteristics of spatial immersion in the context of visual storytelling remain vague. For example, what are…

Human-Computer Interaction · Computer Science 2025-04-01 Seon Gyeom Kim , Juhyeong Park , Yutaek Song , Donggun Lee , Yubin Lee , Ryan Rossi , Jane Hoffswell , Eunyee Koh , Tak Yeon Lee

Data videos have become a prominent vessel for communicating data to broad audiences, and a common object of study in information visualization. Many of these videos include music, yet the impact of music on how people experience data…

Human-Computer Interaction · Computer Science 2026-01-27 Sarmistha Sarna Gomasta , Mahmood Jasim , Hossein Hadisi , Yvonne Jansen , Pierre Dragicevic , Narges Mahyar , Ali Sarvghad

Musicians and fans often produce lyric videos, a form of music videos that showcase the song's lyrics, for their favorite songs. However, making such videos can be challenging and time-consuming as the lyrics need to be added in synchrony…

Human-Computer Interaction · Computer Science 2023-08-30 Jiaju Ma , Anyi Rao , Li-Yi Wei , Rubaiat Habib Kazi , Hijung Valentina Shin , Maneesh Agrawala

Data visualizations have been increasingly used in oral presentations to communicate data patterns to the general public. Clear verbal introductions of visualizations to explain how to interpret the visually encoded information are…

Human-Computer Interaction · Computer Science 2021-12-24 Leni Yang , Cindy Xiong , Jason K. Wong , Aoyu Wu , Huamin Qu

Background and Motivation: In recent years, the topic of applying videos in requirements engineering has been discussed and its contributions are of interesting potential. In the last 35 years, several researchers proposed approaches for…

Software Engineering · Computer Science 2021-03-01 Oliver Karras , Kurt Schneider

The many genres of narrative visualization (e.g. data comics, data videos) each offer a unique set of affordances and constraints. To better understand a genre that we call cinematic visualizations-3D visualizations that make highly…

Human-Computer Interaction · Computer Science 2023-01-10 Matthew Conlen , Jeffrey Heer , Hillary Mushkin , Scott Davidoff

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…

Human-Computer Interaction · Computer Science 2023-08-10 Leixian Shen , Yizhi Zhang , Haidong Zhang , Yun Wang

People increasingly use videos on the Web as a source for learning. To support this way of learning, researchers and developers are continuously developing tools, proposing guidelines, analyzing data, and conducting experiments. However, it…

Multimedia · Computer Science 2023-08-15 Evelyn Navarrete , Andreas Nehring , Sascha Schanze , Ralph Ewerth , Anett Hoppe

Recent years have seen remarkable advances in visual understanding. However, how to understand a story-based long video with artistic styles, e.g. movie, remains challenging. In this paper, we introduce MovieNet -- a holistic dataset for…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Qingqiu Huang , Yu Xiong , Anyi Rao , Jiaze Wang , Dahua Lin

Micro-videos are six-second videos popular on social media networks with several unique properties. Firstly, because of the authoring process, they contain significantly more diversity and narrative structure than existing collections of…

Computer Vision and Pattern Recognition · Computer Science 2016-04-04 Phuc Xuan Nguyen , Gregory Rogez , Charless Fowlkes , Deva Ramanan

The increasing importance of videos as a medium for engagement, communication, and content creation makes them critical for organizations to consider for user feedback. However, sifting through vast amounts of video content on social media…

Human-Computer Interaction · Computer Science 2023-07-26 Manish Sihag , Ze Shi Li , Amanda Dash , Nowshin Nawar Arony , Kezia Devathasan , Neil Ernst , Alexandra Albu , Daniela Damian

There are substantial instructional videos on the Internet, which provide us tutorials for completing various tasks. Existing instructional video datasets only focus on specific steps at the video level, lacking experiential guidelines at…

Computer Vision and Pattern Recognition · Computer Science 2024-06-27 Jiafeng Liang , Shixin Jiang , Zekun Wang , Haojie Pan , Zerui Chen , Zheng Chu , Ming Liu , Ruiji Fu , Zhongyuan Wang , Bing Qin
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