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Visual storytelling is the task of generating stories based on a sequence of images. Inspired by the recent works in neural generation focusing on controlling the form of text, this paper explores the idea of generating these stories in…

Computation and Language · Computer Science 2019-06-18 Shrimai Prabhumoye , Khyathi Raghavi Chandu , Ruslan Salakhutdinov , Alan W Black

Vision-language models (VLMs) have shown promise in graph structure understanding, but remain limited by input-token constraints, facing scalability bottlenecks and lacking effective mechanisms to coordinate textual and visual modalities.…

Artificial Intelligence · Computer Science 2026-01-12 Shuo Han , Yukun Cao , Zezhong Ding , Zengyi Gao , S Kevin Zhou , Xike Xie

Online writers and journalism media are increasingly combining visualization (and other multimedia content) with narrative text to create narrative visualizations. Often, however, the two elements are presented independently of one another.…

Human-Computer Interaction · Computer Science 2018-01-09 Ronald Metoyer , Qiyu Zhi , Bart Janczuk , Walter Scheirer

Story visualization has become a popular task where visual scenes are generated to depict a narrative across multiple panels. A central challenge in this setting is maintaining visual consistency, particularly in how characters and objects…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Kiymet Akdemir , Tahira Kazimi , Pinar Yanardag

Automated plot generation is the challenge of generating a sequence of events that will be perceived by readers as the plot of a coherent story. Traditional symbolic planners plan a story from a goal state and guarantee logical causal plot…

Computation and Language · Computer Science 2022-12-20 Anbang Ye , Christopher Cui , Taiwei Shi , Mark O. Riedl

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…

Human-Computer Interaction · Computer Science 2022-05-23 Matthew Conlen , Jeffrey Heer

Creating a cohesive, high-quality, relevant, media story is a challenge that news media editors face on a daily basis. This challenge is aggravated by the flood of highly relevant information that is constantly pouring onto the newsroom. To…

Multimedia · Computer Science 2021-10-14 Gonçalo Marcelino , David Semedo , André Mourão , Saverio Blasi , Marta Mrak , João Magalhães

Creating Computer Vision (CV) models remains a complex practice, despite their ubiquity. Access to data, the requirement for ML expertise, and model opacity are just a few points of complexity that limit the ability of end-users to build,…

Human-Computer Interaction · Computer Science 2024-03-19 Hayeong Song , Gonzalo Ramos , Peter Bodik

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…

Human-Computer Interaction · Computer Science 2025-04-01 Yu Fu , Dennis Bromley , Vidya Setlur

Recent advances in image and video creation, especially AI-based image synthesis, have led to the production of numerous visual scenes that exhibit a high level of abstractness and diversity. Consequently, Visual Storytelling (VST), a task…

Computation and Language · Computer Science 2023-12-13 Shengguang Wu , Mei Yuan , Qi Su

Traditional visual storytelling is complex, requiring specialized knowledge and substantial resources, yet often constrained by human creativity and creation precision. While Large Language Models (LLMs) enhance visual storytelling, current…

Computer Vision and Pattern Recognition · Computer Science 2024-08-22 Yuzhou Huang , Yiran Qin , Shunlin Lu , Xintao Wang , Rui Huang , Ying Shan , Ruimao Zhang

Story composition is a challenging problem for machines and even for humans. We present a neural narrative generation system that interacts with humans to generate stories. Our system has different levels of human interaction, which enables…

Computation and Language · Computer Science 2019-06-04 Seraphina Goldfarb-Tarrant , Haining Feng , Nanyun Peng

A single image can convey a compelling story through logically connected visual clues, forming Chains-of-Reasoning (CoRs). We define these semantically rich images as Storytelling Images. By conveying multi-layered information that inspires…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Xiujie Song , Qi Jia , Shota Watanabe , Xiaoyi Pang , Ruijie Chen , Mengyue Wu , Kenny Q. Zhu

Constructive approaches to visualization authoring have been shown to offer advantages such as providing options for flexible outputs, scaffolding and ideation of new data mappings, personalized exploration of data, as well as supporting…

Human-Computer Interaction · Computer Science 2019-08-05 Gonzalo Gabriel Méndez , Jagoda Walny , Søren Knudsen , Charles Perin , Samuel Huron , Jo Vermeulen , Richard Pusch , Sheelagh Carpendale

Historical maps provide valuable information and knowledge about the past. However, as they often feature non-standard projections, hand-drawn styles, and artistic elements, it is challenging for non-experts to identify and interpret them.…

Computer Vision and Pattern Recognition · Computer Science 2024-10-22 Ziyi Liu , Claudio Affolter , Sidi Wu , Yizi Chen , Lorenz Hurni

Analyzing literature involves tracking interactions between characters, locations, and themes. Visualization has the potential to facilitate the mapping and analysis of these complex relationships, but capturing structured information from…

Human-Computer Interaction · Computer Science 2025-08-12 Catherine Yeh , Tara Menon , Robin Singh Arya , Helen He , Moira Weigel , Fernanda Viégas , Martin Wattenberg

We introduce the first dataset for human edits of machine-generated visual stories and explore how these collected edits may be used for the visual story post-editing task. The dataset, VIST-Edit, includes 14,905 human edited versions of…

Computation and Language · Computer Science 2019-06-06 Ting-Yao Hsu , Chieh-Yang Huang , Yen-Chia Hsu , Ting-Hao 'Kenneth' Huang

Generative models have recently exhibited exceptional capabilities in text-to-image generation, but still struggle to generate image sequences coherently. In this work, we focus on a novel, yet challenging task of generating a coherent…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Chang Liu , Haoning Wu , Yujie Zhong , Xiaoyun Zhang , Yanfeng Wang , Weidi Xie

Can visual artworks created using generative visual algorithms inspire human creativity in storytelling? We asked writers to write creative stories from a starting prompt, and provided them with visuals created by generative AI models from…

Human-Computer Interaction · Computer Science 2021-10-29 Safinah Ali , Devi Parikh

Visual communication, dating back to prehistoric cave paintings, is the use of visual elements to convey ideas and information. In today's visually saturated world, effective design demands an understanding of graphic design principles,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-02 Yael Vinker