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Large language models (LLMs) have demonstrated remarkable potential across a broad range of applications. However, producing reliable text that faithfully represents data remains a challenge. While prior work has shown that task-specific…

Creating engaging narratives from visual data is crucial for automated digital media consumption, assistive technologies, and interactive entertainment. This survey covers methodologies used in the generation of these narratives, focusing…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Daniel A. P. Oliveira , Eugénio Ribeiro , David Martins de Matos

Generative AI has established the opportunity to readily transform content from one medium to another. This capability is especially powerful for storytelling, where visual illustrations can illuminate a story originally expressed in text.…

计算与语言 · 计算机科学 2025-09-30 Melissa Roemmele , John Joon Young Chung , Taewook Kim , Yuqian Sun , Alex Calderwood , Max Kreminski

Data Visualization has become an important aspect of big data analytics and has grown in sophistication and variety. We specifically identify the need for an analytical framework for data visualization with textual information. Data…

社会与信息网络 · 计算机科学 2020-05-19 Cherilyn Conner , Jim Samuel , Andrey Kretinin , Yana Samuel , Lee Nadeau

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

Traditional information retrieval is primarily concerned with finding relevant information from large datasets without imposing a structure within the retrieved pieces of data. However, structuring information in the form of…

信息检索 · 计算机科学 2025-03-21 Fausto German , Brian Keith , Chris North

Text-to-image multimodal tasks, generating/retrieving an image from a given text description, are extremely challenging tasks since raw text descriptions cover quite limited information in order to fully describe visually realistic images.…

计算机视觉与模式识别 · 计算机科学 2020-10-27 Soyeon Caren Han , Siqu Long , Siwen Luo , Kunze Wang , Josiah Poon

In the digital age, readers value quantitative journalism that is clear, concise, analytical, and human-centred. To understand complex topics, they often piece together scattered facts from multiple articles. Visual storytelling can…

人机交互 · 计算机科学 2026-02-11 Manusha Karunathilaka , Litian Lei , Yiming Gao , Yong Wang , Jiannan Li

Recent advancements in the field of AI agents have impacted the way we work, enabling greater automation and collaboration between humans and agents. In the data visualization field, multi-agent systems can be useful for employing agents…

人工智能 · 计算机科学 2025-09-03 Anton Wolter , Georgios Vidalakis , Michael Yu , Ankit Grover , Vaishali Dhanoa

Automatically generating a presentation from the text of a long document is a challenging and useful problem. In contrast to a flat summary, a presentation needs to have a better and non-linear narrative, i.e., the content of a slide can…

计算与语言 · 计算机科学 2024-05-24 Himanshu Maheshwari , Sambaran Bandyopadhyay , Aparna Garimella , Anandhavelu Natarajan

We present PresentAgent, a multimodal agent that transforms long-form documents into narrated presentation videos. While existing approaches are limited to generating static slides or text summaries, our method advances beyond these…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Jingwei Shi , Zeyu Zhang , Biao Wu , Yanjie Liang , Meng Fang , Ling Chen , Yang Zhao

Visual storytelling involves generating a sequence of coherent frames from a textual storyline while maintaining consistency in characters and scenes. Existing autoregressive methods, which rely on previous frame-sentence pairs, struggle…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Sixiao Zheng , Yanwei Fu

Visual storytelling aims to generate a narrative paragraph from a sequence of images automatically. Existing approaches construct text description independently for each image and roughly concatenate them as a story, which leads to the…

计算与语言 · 计算机科学 2020-11-02 Ruize Wang , Zhongyu Wei , Ying Cheng , Piji Li , Haijun Shan , Ji Zhang , Qi Zhang , Xuanjing Huang

Understanding complex scientific and mathematical concepts, particularly those presented in dense research papers, poses a significant challenge for learners. Dynamic visualizations can greatly enhance comprehension, but creating them…

人工智能 · 计算机科学 2025-10-14 Samarth P , Vyoman Jain , Shiva Golugula , Motamarri Sai Sathvik

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

In the context of the exponentially increasing volume of narrative texts such as novels and news, readers struggle to extract and consistently remember storyline from these intricate texts due to the constraints of human working memory and…

人机交互 · 计算机科学 2024-11-11 Li Ye , Lei Wang , Shaolun Ruan , Yuwei Meng , Yigang Wang , Wei Chen , Zhiguang Zhou

Story visualization is the transformation of narrative elements into image sequences. While existing research has primarily focused on visual contextual coherence, the deeper narrative essence of stories often remains overlooked. This…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Seungkwon Kim , GyuTae Park , Sangyeon Kim , Seung-Hun Nam

Effective data visualization requires not only technical proficiency but also a deep understanding of the domain-specific context in which data exists. This context often includes tacit knowledge about data provenance, quality, and intended…

人机交互 · 计算机科学 2025-11-03 Sungbok Shin , Hyeon Jeon , Sanghyun Hong , Niklas Elmqvist

Situated in the intersection of audiovisual archives, computational methods, and immersive interactions, this work probes the increasingly important accessibility issues from a two-fold approach. Firstly, the work proposes an ontological…

多媒体 · 计算机科学 2023-10-11 Yuchen Yang

Visualizing the insights of the invisible music is able to bring listeners an enjoyable and immersive listening experience, and therefore has attracted much attention in the field of information visualization. Over the past decades, various…

人机交互 · 计算机科学 2023-08-29 Chuer Chen , Nan Cao , Jiani Hou , Yi Guo , Yulei Zhang , Yang Shi