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This paper presents OmniDataComposer, an innovative approach for multimodal data fusion and unlimited data generation with an intent to refine and uncomplicate interplay among diverse data modalities. Coming to the core breakthrough, it…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Dongyang Yu , Shihao Wang , Yuan Fang , Wangpeng An

Making data visualizations accessible for people with disabilities remains a significant challenge in current practitioner efforts. Existing visualizations often lack an underlying navigable structure, fail to engage necessary input…

人机交互 · 计算机科学 2025-01-27 Frank Elavsky , Lucas Nadolskis , Dominik Moritz

Research on text generation from multimodal inputs has largely focused on static images, and less on video data. In this paper, we propose a new task, narration generation, that is complementing videos with narration texts that are to be…

计算与语言 · 计算机科学 2021-01-19 Nikos Papasarantopoulos , Shay B. Cohen

Visual data stories shown in the form of narrative visualizations such as a poster or a data video, are frequently used in data-oriented storytelling to facilitate the understanding and memorization of the story content. Although useful,…

人机交互 · 计算机科学 2020-10-21 Danqing Shi , Xinyue Xu , Fuling Sun , Yang Shi , Nan Cao

Data charts are prevalent across various fields due to their efficacy in conveying complex data relationships. However, static charts may sometimes struggle to engage readers and efficiently present intricate information, potentially…

人机交互 · 计算机科学 2024-05-20 Lu Ying , Yun Wang , Haotian Li , Shuguang Dou , Haidong Zhang , Xinyang Jiang , Huamin Qu , Yingcai Wu

Data visualizations are powerful tools for communicating patterns in quantitative data. Yet understanding any data visualization is no small feat -- succeeding requires jointly making sense of visual, numerical, and linguistic inputs…

人机交互 · 计算机科学 2025-05-26 Arnav Verma , Kushin Mukherjee , Christopher Potts , Elisa Kreiss , Judith E. Fan

Data-driven stories seek to inform and persuade audiences through the use of data visualisations and engaging narratives. These stories have now been highly optimised to be viewed on desktop and mobile computers. In contrast, while…

人机交互 · 计算机科学 2023-08-28 Xiaoyan Zhou , Yalong Yang , Francisco Ortega , Anil Ufuk Batmaz , Benjamin Lee

In this paper, we introduce VideoNarrator, a novel training-free pipeline designed to generate dense video captions that offer a structured snapshot of video content. These captions offer detailed narrations with precise timestamps,…

计算机视觉与模式识别 · 计算机科学 2025-07-24 Tz-Ying Wu , Tahani Trigui , Sharath Nittur Sridhar , Anand Bodas , Subarna Tripathi

Data storytelling (DS) is rapidly gaining attention as an approach that integrates data, visuals, and narratives to create data stories that can help a particular audience to comprehend the key messages underscored by the data with enhanced…

人机交互 · 计算机科学 2024-05-21 Honbo Shao , Roberto Martinez-Maldonado , Vanessa Echeverria , Lixiang Yan , Dragan Gasevic

Video generation is a challenging yet pivotal task in various industries, such as gaming, e-commerce, and advertising. One significant unresolved aspect within T2V is the effective visualization of text within generated videos. Despite the…

计算机视觉与模式识别 · 计算机科学 2024-06-26 Lin Liu , Quande Liu , Shengju Qian , Yuan Zhou , Wengang Zhou , Houqiang Li , Lingxi Xie , Qi Tian

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

The objective of this work is to manipulate visual timelines (e.g. a video) through natural language instructions, making complex timeline editing tasks accessible to non-expert or potentially even disabled users. We call this task…

计算机视觉与模式识别 · 计算机科学 2024-11-20 Alejandro Pardo , Jui-Hsien Wang , Bernard Ghanem , Josef Sivic , Bryan Russell , Fabian Caba Heilbron

One of the challenging tasks in the field of video understanding is extracting semantic content from video inputs. Most existing systems use language models to describe videos in natural language sentences, but this has several major…

计算机视觉与模式识别 · 计算机科学 2025-01-03 Taniya Das , Louis Mahon , Thomas Lukasiewicz

Automated visual story generation aims to produce stories with corresponding illustrations that exhibit coherence, progression, and adherence to characters' emotional development. This work proposes a story generation pipeline to co-create…

人工智能 · 计算机科学 2023-01-10 Yuetian Chen , Ruohua Li , Bowen Shi , Peiru Liu , Mei Si

Insights in tabular data capture valuable patterns that help analysts understand critical information. Organizing related insights into visual data stories is crucial for in-depth analysis. However, constructing such stories is challenging…

人机交互 · 计算机科学 2025-08-26 Gerile Aodeng , Guozheng Li , Yunshan Feng , Qiyang Chen , Yu Zhang , Chi Harold Liu

Recent video generation models have shown promising results in producing high-quality video clips lasting several seconds. However, these models face challenges in generating long sequences that convey clear and informative events, limiting…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Junfei Xiao , Feng Cheng , Lu Qi , Liangke Gui , Jiepeng Cen , Zhibei Ma , Alan Yuille , Lu Jiang

Music videos, as a prevalent form of multimedia entertainment, deliver engaging audio-visual experiences to audiences and have gained immense popularity among singers and fans. Creators can express their interpretations of music naturally…

人机交互 · 计算机科学 2025-04-25 Chuer Chen , Shengqi Dang , Yuqi Liu , Nanxuan Zhao , Yang Shi , Nan Cao

Nearly all existing techniques for automated video annotation (or captioning) describe videos using natural language sentences. However, this has several shortcomings: (i) it is very hard to then further use the generated natural language…

计算与语言 · 计算机科学 2020-07-21 Louis Mahon , Eleonora Giunchiglia , Bowen Li , Thomas Lukasiewicz

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

As an effective form of narrative visualization, visual data stories are widely used in data-driven storytelling to communicate complex insights and support data understanding. Although important, they are difficult to create, as a variety…

人机交互 · 计算机科学 2022-10-12 Mengdi Sun , Ligan Cai , Weiwei Cui , Yanqiu Wu , Yang Shi , Nan Cao