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We present the VIS30K dataset, a collection of 29,689 images that represents 30 years of figures and tables from each track of the IEEE Visualization conference series (Vis, SciVis, InfoVis, VAST). VIS30K's comprehensive coverage of the…

Computer Vision and Pattern Recognition · Computer Science 2024-04-25 Jian Chen , Meng Ling , Rui Li , Petra Isenberg , Tobias Isenberg , Michael Sedlmair , Torsten Möller , Robert S. Laramee , Han-Wei Shen , Katharina Wünsche , Qiru Wang

We present and discuss the results of a two-year qualitative analysis of images published in IEEE Visualization (VIS) papers. Specifically, we derive a typology of 13 visualization image types, coded to distinguish visualizations and…

Researchers currently rely on ad hoc datasets to train automated visualization tools and evaluate the effectiveness of visualization designs. These exemplars often lack the characteristics of real-world datasets, and their one-off nature…

Image descriptions can help visually impaired people to quickly understand the image content. While we made significant progress in automatically describing images and optical character recognition, current approaches are unable to include…

Computer Vision and Pattern Recognition · Computer Science 2020-08-05 Oleksii Sidorov , Ronghang Hu , Marcus Rohrbach , Amanpreet Singh

We present the results of a comprehensive analysis of visualization paper keywords supplied for 4366 papers submitted to five main visualization conferences. We describe main keywords, topic areas, and 10-year historic trends from two…

Digital Libraries · Computer Science 2024-04-25 Petra Isenberg , Tobias Isenberg , Michael Sedlmair , Jian Chen , Torsten Möller

Recent self-supervised approaches have used large-scale image-text datasets to learn powerful representations that transfer to many tasks without finetuning. These methods often assume that there is one-to-one correspondence between its…

Computer Vision and Pattern Recognition · Computer Science 2022-08-16 Reuben Tan , Bryan A. Plummer , Kate Saenko , JP Lewis , Avneesh Sud , Thomas Leung

Composite visualization is a popular design strategy that represents complex datasets by integrating multiple visualizations in a meaningful and aesthetic layout, such as juxtaposition, overlay, and nesting. With this strategy, numerous…

Human-Computer Interaction · Computer Science 2022-11-04 Dazhen Deng , Weiwei Cui , Xiyu Meng , Mengye Xu , Yu Liao , Haidong Zhang , Yingcai Wu

Datasets of visualization play a crucial role in automating data-driven visualization pipelines, serving as the foundation for supervised model training and algorithm benchmarking. In this paper, we survey the literature on visualization…

Human-Computer Interaction · Computer Science 2024-07-24 Can Liu , Ruike Jiang , Shaocong Tan , Jiacheng Yu , Chaofan Yang , Hanning Shao , Xiaoru Yuan

Data visualization captions help readers understand the purpose of a visualization and are crucial for individuals with visual impairments. The prevalence of poor figure captions and the successful application of deep learning approaches to…

Computer Vision and Pattern Recognition · Computer Science 2022-07-18 Anita Mahinpei , Zona Kostic , Chris Tanner

In this paper, we introduce a new dataset consisting of 360,001 focused natural language descriptions for 10,738 images. This dataset, the Visual Madlibs dataset, is collected using automatically produced fill-in-the-blank templates…

Computer Vision and Pattern Recognition · Computer Science 2015-06-02 Licheng Yu , Eunbyung Park , Alexander C. Berg , Tamara L. Berg

Memes are a widely popular tool for web users to express their thoughts using visual metaphors. Understanding memes requires recognizing and interpreting visual metaphors with respect to the text inside or around the meme, often while…

Computation and Language · Computer Science 2023-05-24 EunJeong Hwang , Vered Shwartz

Captions that describe or explain charts help improve recall and comprehension of the depicted data and provide a more accessible medium for people with visual disabilities. However, current approaches for automatically generating such…

Computer Vision and Pattern Recognition · Computer Science 2023-07-12 Benny J. Tang , Angie Boggust , Arvind Satyanarayan

Understanding visual narratives is crucial for examining the evolving dynamics of media representation. This study introduces VisTopics, a computational framework designed to analyze large-scale visual datasets through an end-to-end…

Information Retrieval · Computer Science 2025-09-18 Ayse D Lokmanoglu , Dror Walter

We introduce the task of Image-Set Visual Question Answering (ISVQA), which generalizes the commonly studied single-image VQA problem to multi-image settings. Taking a natural language question and a set of images as input, it aims to…

Computer Vision and Pattern Recognition · Computer Science 2020-08-28 Ankan Bansal , Yuting Zhang , Rama Chellappa

We introduce a new large-scale dataset that links the assessment of image quality issues to two practical vision tasks: image captioning and visual question answering. First, we identify for 39,181 images taken by people who are blind…

Computer Vision and Pattern Recognition · Computer Science 2020-03-31 Tai-Yin Chiu , Yinan Zhao , Danna Gurari

Scientific results are communicated visually in the literature through diagrams, visualizations, and photographs. These information-dense objects have been largely ignored in bibliometrics and scientometrics studies when compared to…

Social and Information Networks · Computer Science 2016-05-30 Po-shen Lee , Jevin D. West , Bill Howe

With the increasing adoption of digitization, more and more historical visualizations created hundreds of years ago are accessible in digital libraries online. It provides a unique opportunity for visualization and history research.…

Human-Computer Interaction · Computer Science 2025-07-24 Yu Zhang , Ruike Jiang , Liwenhan Xie , Yuheng Zhao , Can Liu , Tianhong Ding , Siming Chen , Xiaoru Yuan

Despite its importance for assessing the effectiveness of communicating information visually, fine-grained recallability of information visualisations has not been studied quantitatively so far. In this work, we propose a question-answering…

Human-Computer Interaction · Computer Science 2023-02-07 Yao Wang , Chuhan Jiao , Mihai Bâce , Andreas Bulling

While an important problem in the vision community is to design algorithms that can automatically caption images, few publicly-available datasets for algorithm development directly address the interests of real users. Observing that people…

Computer Vision and Pattern Recognition · Computer Science 2020-07-16 Danna Gurari , Yinan Zhao , Meng Zhang , Nilavra Bhattacharya

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
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