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Automatic chart to text summarization is an effective tool for the visually impaired people along with providing precise insights of tabular data in natural language to the user. A large and well-structured dataset is always a key part for…

Computation and Language · Computer Science 2023-06-13 Raian Rahman , Rizvi Hasan , Abdullah Al Farhad , Md Tahmid Rahman Laskar , Md. Hamjajul Ashmafee , Abu Raihan Mostofa Kamal

Information visualizations such as bar charts and line charts are very common for analyzing data and discovering critical insights. Often people analyze charts to answer questions that they have in mind. Answering such questions can be…

Computation and Language · Computer Science 2022-05-24 Enamul Hoque , Parsa Kavehzadeh , Ahmed Masry

Chart visualizations, while essential for data interpretation and communication, are predominantly accessible only as images in PDFs, lacking source data tables and stylistic information. To enable effective editing of charts in PDFs or…

Information Retrieval · Computer Science 2025-01-22 Kanika Goswami , Puneet Mathur , Ryan Rossi , Franck Dernoncourt

Charts provide visual representations of data and are widely used for analyzing information, addressing queries, and conveying insights to others. Various chart-related downstream tasks have emerged recently, such as question-answering and…

Computation and Language · Computer Science 2024-03-15 Ahmed Masry , Mehrad Shahmohammadi , Md Rizwan Parvez , Enamul Hoque , Shafiq Joty

Recent works show that interactive documents connecting text with visualizations facilitate reading comprehension. However, creating this type of content requires specialized knowledge. We present ChartText, a method that links text with…

Human-Computer Interaction · Computer Science 2022-01-14 Joao Pinheiro , Jorge Poco

"How common is interactive visualization on the web?" "What is the most popular visualization design?" "How prevalent are pie charts really?" These questions intimate the role of interactive visualization in the real (online) world. In this…

Human-Computer Interaction · Computer Science 2017-11-17 Leilani Battle , Peitong Duan , Zachery Miranda , Dana Mukusheva , Remco Chang , Michael Stonebraker

Working with data in table form is usually considered a preparatory and tedious step in the sensemaking pipeline; a way of getting the data ready for more sophisticated visualization and analytical tools. But for many people, spreadsheets…

Human-Computer Interaction · Computer Science 2021-06-30 Lyn Bartram , Michael Correll , Melanie Tory

Understanding charts requires models to jointly reason over geometric visual patterns, structured numerical data, and natural language -- a capability where current vision-language models (VLMs) remain limited. We introduce ChartNet, a…

Charts and graphs help people analyze data, but can they also be useful to AI systems? To investigate this question, we perform a series of experiments with two commercial vision-language models: GPT 4.1 and Claude 3.5. Across three…

Artificial Intelligence · Computer Science 2025-07-25 Victoria R. Li , Johnathan Sun , Martin Wattenberg

Despite widespread use, charts remain largely inaccessible for Low-Vision Individuals (LVI). Reading charts requires viewing data points within a global context, which is difficult for LVI who may rely on magnification or experience a…

Human-Computer Interaction · Computer Science 2026-03-04 Yotam Sechayk , Hennes Rave , Max Rädler , Mark Colley , Zhongyi Zhou , Ariel Shamir , Takeo Igarashi

Dynamically Interactive Visualization (DIVI) is a novel approach for orchestrating interactions within and across static visualizations. DIVI deconstructs Scalable Vector Graphics charts at runtime to infer content and coordinate user…

Human-Computer Interaction · Computer Science 2023-11-07 Luke S. Snyder , Jeffrey Heer

Scientific Literature charts often contain complex visual elements, including multi-plot figures, flowcharts, structural diagrams and etc. Evaluating multimodal models using these authentic and intricate charts provides a more accurate…

Computation and Language · Computer Science 2024-12-18 Lingdong Shen , Qigqi , Kun Ding , Gaofeng Meng , Shiming Xiang

Blind people use artificial intelligence-enabled visual assistance technologies (AI VAT) to gain visual access in their everyday lives, but these technologies are embedded with errors that may be difficult to verify non-visually. Previous…

Human-Computer Interaction · Computer Science 2024-08-14 Rahaf Alharbi , Pa Lor , Jaylin Herskovitz , Sarita Schoenebeck , Robin Brewer

The new age of digital growth has marked all fields. This technological evolution has impacted data flows which have witnessed a rapid expansion over the last decade that makes the data traditional processing unable to catch up with the…

Databases · Computer Science 2024-04-22 Rania Mkhinini Gahar , Olfa Arfaoui , Minyar Sassi Hidri

While recent years have seen a growing interest in accessible visualization tools and techniques for blind people, little attention is paid to the learning opportunities and teaching strategies of data science and visualization tailored for…

Human-Computer Interaction · Computer Science 2024-05-24 JooYoung Seo , Sile O'Modhrain , Yilin Xia , Sanchita Kamath , Bongshin Lee , James M. Coughlan

Most software applications contain graphics such as charts, diagrams and maps. Currently, these graphics are designed with a ``one size fits all" approach and do not cater to the needs of people with disabilities. Therefore, when using…

Human-Computer Interaction · Computer Science 2024-01-12 Anuradha Madugalla , Yutan Huang , John Grundy , Min Hee Cho , Lasith Koswatta Gamage , Tristan Leao , Sam Thiele

Visual arts play an important role in cultural life and provide access to social heritage and self-enrichment, but most visual arts are inaccessible to blind people. Researchers have explored different ways to enhance blind people's access…

Human-Computer Interaction · Computer Science 2023-01-31 Franklin Mingzhe Li , Lotus Zhang , Maryam Bandukda , Abigale Stangl , Kristen Shinohara , Leah Findlater , Patrick Carrington

Our previous interview study explores the needs and uses of diagrammatic information by the Blind and Low Vision (BLV) community, resulting in a framework called the Ladder of Diagram Access. The framework outlines five levels of…

Human-Computer Interaction · Computer Science 2024-04-02 Yichun Zhao , Miguel A. Nacenta

Knowledge graphs are often visualized using node-link diagrams that reveal relationships and structure. In many applications using graphs, it is desirable to allow users to edit graphs to ensure data accuracy or provides updates. Commonly…

Human-Computer Interaction · Computer Science 2025-12-15 Reza Shahriari , Eric D. Ragan , Jaime Ruiz

Charts go hand in hand with text to communicate complex data and are widely adopted in news articles, online blogs, and academic papers. They provide graphical summaries of the data, while text explains the message and context. However,…

Human-Computer Interaction · Computer Science 2021-08-10 Shahid Latif , Zheng Zhou , Yoon Kim , Fabian Beck , Nam Wook Kim