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The growing importance of data visualization in business intelligence and data science emphasizes the need for tools that can efficiently generate meaningful visualizations from large datasets. Existing tools fall into two main categories:…

Databases · Computer Science 2024-09-10 Yupeng Xie , Yuyu Luo , Guoliang Li , Nan Tang

Bar charts are an effective way to convey numeric information, but today's algorithms cannot parse them. Existing methods fail when faced with even minor variations in appearance. Here, we present DVQA, a dataset that tests many aspects of…

Computer Vision and Pattern Recognition · Computer Science 2018-03-30 Kushal Kafle , Brian Price , Scott Cohen , Christopher Kanan

Data visualizations are central to scientific communication, journalism, and everyday decision-making, yet they are frequently prone to errors that can distort interpretation or mislead audiences. Rule-based visualization linters can flag…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Valentin Bonas , Martin Sinnona , Viviana Siless , Emmanuel Iarussi

Visually impaired people are often confronted with new environments and they find themselves face to face with an innumerous amount of difficulties when facing these environments. Having to surpass and deal with these difficulties that…

Human-Computer Interaction · Computer Science 2014-02-07 Ivo Rafael

The ability to read, understand, and comprehend visual information representations is subsumed under the term visualization literacy (VL). One possibility to improve the use of information visualizations is to introduce adaptations.…

Human-Computer Interaction · Computer Science 2022-07-18 Marc Satkowski , Franziska Kessler , Susanne Narciss , Raimund Dachselt

Access to textual and visual information for visually impaired persons becomes very difficult with screen readers which are not adapted to different websites.This paper analyses the use of different technologies for access digital content…

Human-Computer Interaction · Computer Science 2019-11-18 Katerine Romeo , Edwige Pissaloux , Frédéric Serin

Images greatly help in understanding, interpreting and visualizing data. Adding textual description to images is the first and foremost principle of web accessibility. Visually impaired users using screen readers will use these textual…

Computer Vision and Pattern Recognition · Computer Science 2018-12-31 Abhijit Balaji , Thuvaarakkesh Ramanathan , Venkateshwarlu Sonathi

While many visualization researchers have attempted to define data insights, little is known about how visualization users perceive them. We interviewed 23 professional users of end-user visualization platforms (e.g., Tableau and Power BI)…

Human-Computer Interaction · Computer Science 2020-10-06 Po-Ming Law , Alex Endert , John Stasko

With the rise of the open data movement a lot of statistical data has been made publicly available by governments, statistical offices and other organizations. First efforts to visualize are made by the data providers themselves. Data…

Human-Computer Interaction · Computer Science 2011-10-17 Daniel Hienert , Benjamin Zapilko , Philipp Schaer , Brigitte Mathiak

Chart understanding tasks such as ChartQA and Chart-to-Text involve automatically extracting and interpreting key information from charts, enabling users to query or convert visual data into structured formats. State-of-the-art approaches…

Computer Vision and Pattern Recognition · Computer Science 2024-12-30 Xudong Yang , Yifan Wu , Yizhang Zhu , Nan Tang , Yuyu Luo

Charts play a critical role in conveying numerical data insights through structured visual representations. However, semantic visual understanding and numerical reasoning requirements hinder the accurate description of charts, interpreting…

Computation and Language · Computer Science 2026-05-29 Yutong Qu , Wei Zhang

We present TangibleGrid, a novel device that allows blind users to understand and design the layout of a web page with real-time tangible feedback. We conducted semi-structured interviews and a series of co-design sessions with blind users…

Human-Computer Interaction · Computer Science 2022-08-30 Jiasheng Li , Zeyu Yan , Ebrima Jarjue , Ashrith Shetty , Huaishu Peng

Accessibility of tables on websites for Visually Impaired Persons (VIP) is not optimal with screen readers which are not always effective for the recovery of visual information (2D). Actual Web/Multimedia technologies are not taking in…

Human-Computer Interaction · Computer Science 2019-11-11 Katerine Romeo , E Pissaloux , F Serin

Charts play a vital role in data visualization, understanding data patterns, and informed decision-making. However, their unique combination of graphical elements (e.g., bars, lines) and textual components (e.g., labels, legends) poses…

Computer Vision and Pattern Recognition · Computer Science 2024-02-16 Fanqing Meng , Wenqi Shao , Quanfeng Lu , Peng Gao , Kaipeng Zhang , Yu Qiao , Ping Luo

How do we assess people's abilities to interact with data visualizations? The current state-of-the-art visualization literacy tests -- such as VLAT and its derivatives -- only involve the use of static visualizations. Despite advances in…

Human-Computer Interaction · Computer Science 2026-04-20 Gabriela Molina León , Benjamin Bach , Matheus Valentim , Niklas Elmqvist

Chart visualizations are essential for data interpretation and communication; however, most charts are only accessible in image format and lack the corresponding data tables and supplementary information, making it difficult to alter their…

Computer Vision and Pattern Recognition · Computer Science 2024-05-02 Pengyu Yan , Mahesh Bhosale , Jay Lal , Bikhyat Adhikari , David Doermann

The increasing integration of Artificial Intelligence (AI) into everyday life makes it essential to explain AI-based decision-making in a way that is understandable to all users, including those with disabilities. Accessible explanations…

Human-Computer Interaction · Computer Science 2025-12-18 Chukwunonso Henry Nwokoye , Maria J. P. Peixoto , Akriti Pandey , Lauren Pardy , Mahadeo Sukhai , Peter R. Lewis

Computational notebooks have become increasingly popular for exploratory data analysis due to their ability to support data exploration and explanation within a single document. Effective documentation for explaining chart findings during…

Human-Computer Interaction · Computer Science 2023-07-18 Yanna Lin , Haotian Li , Leni Yang , Aoyu Wu , Huamin Qu

Charts are widely used for data visualization across various fields, including education, research, and business. Chart Question Answering (CQA) is an emerging task focused on the automatic interpretation and reasoning of data presented in…

Computer Vision and Pattern Recognition · Computer Science 2025-06-10 Muye Huang , Lingling Zhang , Lai Han , Wenjun Wu , Xinyu Zhang , Jun Liu

Blind and visually impaired (BVI) computer science students face systematic barriers when learning data structures: current accessibility approaches typically translate diagrams into alternative text, focusing on visual appearance rather…

Human-Computer Interaction · Computer Science 2026-01-28 Brianna L. Wimer , Ritesh Kanchi , Kaija Frierson , Venkatesh Potluri , Ronald Metoyer , Jennifer Mankoff , Miya Natsuhara , Matt X. Wang