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Our work aims to develop new assistive technologies that enable blind or low vision (BLV) people to explore and analyze data readily. At present, barriers exist for BLV people to explore and analyze data, restricting access to government,…

Human-Computer Interaction · Computer Science 2025-07-01 Samuel Reinders , Munazza Zaib , Matthew Butler , Bongshin Lee , Ingrid Zukerman , Lizhen Qu , Kim Marriott

Charts are used to communicate data visually, but often, we do not know whether a chart's intended message aligns with the message readers perceive. In this mixed-methods study, we investigate how data journalists encode data and how…

Human-Computer Interaction · Computer Science 2025-02-24 Christian Knoll , Torsten Möller , Kathleen Gregory , Laura Koesten

We investigate whether tactile charts support comprehension and learning of complex visualizations for blind and low-vision (BLV) individuals and contribute four tactile chart designs and an interview study. Visualizations are powerful…

Human-Computer Interaction · Computer Science 2025-08-11 Tingying He , Maggie McCracken , Daniel Hajas , Sarah Creem-Regehr , Alexander Lex

Data has transformative potential to empower people with Intellectual and Developmental Disabilities (IDD). However, conventional data visualizations often rely on complex cognitive processes, and existing approaches for day-to-day analysis…

Human-Computer Interaction · Computer Science 2023-09-22 Keke Wu , Danielle Albers Szafir

Accessibility of websites for visually impaired persons is mishandled by screen readers which are not always adapted to interactivity needed by actual web/multimedia technologies. This paper analyses the difficulties to access to…

Human-Computer Interaction · Computer Science 2019-12-09 Katerine Romeo , Edwige Pissaloux , Frédéric Serin

Information visualizations such as bar charts and line charts are very popular for exploring data and communicating insights. Interpreting and making sense of such visualizations can be challenging for some people, such as those who are…

Computation and Language · Computer Science 2020-12-01 Jason Obeid , Enamul Hoque

Often, the needs and visual abilities differ between the annotator group and the end user group. Generating detailed diagram descriptions for blind and low-vision (BLV) users is one such challenging domain. Sighted annotators could describe…

Artificial Intelligence · Computer Science 2025-03-18 Wan Ju Kang , Eunki Kim , Na Min An , Sangryul Kim , Haemin Choi , Ki Hoon Kwak , James Thorne

Individuals with Intellectual and Developmental Disabilities (IDD) have unique needs and challenges when working with data. While visualization aims to make data more accessible to a broad audience, our understanding of how to design…

Human-Computer Interaction · Computer Science 2024-08-30 Keke Wu , Ghulam Jilani Quadri , Arran Zeyu Wang , David Kwame Osei-Tutu , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

Blind people are often called to contribute image data to datasets for AI innovation with the hope for future accessibility and inclusion. Yet, the visual inspection of the contributed images is inaccessible. To this day, we lack mechanisms…

Human-Computer Interaction · Computer Science 2024-07-30 Rie Kamikubo , Farnaz Zamiri Zeraati , Kyungjun Lee , Hernisa Kacorri

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

Data visualizations are ubiquitous in all disciplines and have become the primary means of analysing data and communicating insights. However, the predominant reliance on visual encoding of data continues to create accessibility barriers…

Computers and Society · Computer Science 2022-07-28 Nihanth W Cherukuru , David A Bailey , Tiffany Fourment , Becca Hatheway , Marika M Holland , Matt Rehme

Whilst fact verification has attracted substantial interest in the natural language processing community, verifying misinforming statements against data visualizations such as charts has so far been overlooked. Charts are commonly used in…

Computation and Language · Computer Science 2024-02-19 Mubashara Akhtar , Nikesh Subedi , Vivek Gupta , Sahar Tahmasebi , Oana Cocarascu , Elena Simperl

Natural language descriptions sometimes accompany visualizations to better communicate and contextualize their insights, and to improve their accessibility for readers with disabilities. However, it is difficult to evaluate the usefulness…

Human-Computer Interaction · Computer Science 2021-10-12 Alan Lundgard , Arvind Satyanarayan

A key challenge to visualization authoring is the process of getting familiar with the complex user interfaces of authoring tools. Natural Language Interface (NLI) presents promising benefits due to its learnability and usability. However,…

Human-Computer Interaction · Computer Science 2022-10-25 Yun Wang , Zhitao Hou , Leixian Shen , Tongshuang Wu , Jiaqi Wang , He Huang , Haidong Zhang , Dongmei Zhang

Although visualization tools are widely available and accessible, not everyone knows the best practices and guidelines for creating accurate and honest visual representations of data. Numerous books and articles have been written to expose…

Human-Computer Interaction · Computer Science 2023-09-06 Leo Yu-Ho Lo , Yifan Cao , Leni Yang , Huamin Qu

Natural language interfaces (NLIs) for data visualization are becoming increasingly popular both in academic research and in commercial software. Yet, there is a lack of empirical understanding of how people specify visualizations through…

Human-Computer Interaction · Computer Science 2021-10-05 Arjun Srinivasan , Nikhila Nyapathy , Bongshin Lee , Steven M. Drucker , John Stasko

As part of the NLP Scholar project, we created a single unified dataset of NLP papers and their meta-information (including citation numbers), by extracting and aligning information from the ACL Anthology and Google Scholar. In this paper,…

Digital Libraries · Computer Science 2020-06-03 Saif M. Mohammad

Tactile graphics are widely used to present maps and statistical diagrams to blind and low vision (BLV) people, with accessibility guidelines recommending their use for graphics where spatial relationships are important. Their use is…

Human-Computer Interaction · Computer Science 2025-12-08 Kim Marriott , Matthew Butler , Leona Holloway , Bill Jolley , Bongshin Lee , Bruce Maguire , Danielle Albers Szafir

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…

Human-Computer Interaction · Computer Science 2024-05-20 Lu Ying , Yun Wang , Haotian Li , Shuguang Dou , Haidong Zhang , Xinyang Jiang , Huamin Qu , Yingcai Wu

Well-designed data visualizations can lead to more powerful and intuitive processing by a viewer. To help a viewer intuitively compare values to quickly generate key takeaways, visualization designers can manipulate how data values are…

Human-Computer Interaction · Computer Science 2021-08-17 Cindy Xiong , Vidya Setlur , Benjamin Bach , Kylie Lin , Eunyee Koh , Steven Franconeri