Ai4vis: Survey on artificial intelligence approaches for data visualization

A Wu, Y Wang, X Shu, D Moritz, W Cui… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Visualizations themselves have become a data format. Akin to other data formats such as
text and images, visualizations are increasingly created, stored, shared, and (re-) used with …

Accessible visualization: Design space, opportunities, and challenges

NW Kim, SC Joyner, A Riegelhuth… - Computer Graphics …, 2021 - Wiley Online Library
Visualizations are now widely used across disciplines to understand and communicate data.
The benefit of visualizations lies in leveraging our natural visual perception. However, the …

Chartqa: A benchmark for question answering about charts with visual and logical reasoning

A Masry, DX Long, JQ Tan, S Joty, E Hoque - arXiv preprint arXiv …, 2022 - arxiv.org
Charts are very popular for analyzing data. When exploring charts, people often ask a
variety of complex reasoning questions that involve several logical and arithmetic …

Accessible visualization via natural language descriptions: A four-level model of semantic content

A Lundgard, A Satyanarayan - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …

Chart-to-text: A large-scale benchmark for chart summarization

S Kantharaj, RTK Leong, X Lin, A Masry… - arXiv preprint arXiv …, 2022 - arxiv.org
Charts are commonly used for exploring data and communicating insights. Generating
natural language summaries from charts can be very helpful for people in inferring key …

Rich screen reader experiences for accessible data visualization

J Zong, C Lee, A Lundgard, JW Jang… - Computer Graphics …, 2022 - Wiley Online Library
Current web accessibility guidelines ask visualization designers to support screen readers
via basic non‐visual alternatives like textual descriptions and access to raw data tables. But …

Chartocr: Data extraction from charts images via a deep hybrid framework

J Luo, Z Li, J Wang, CY Lin - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Chart images are commonly used for data visualization. Automatically reading the chart
values is a key step for chart content understanding. Charts have a lot of variations in style …

Supporting accessible data visualization through audio data narratives

A Siu, G SH Kim, S O'Modhrain, S Follmer - Proceedings of the 2022 CHI …, 2022 - dl.acm.org
Online data visualizations play an important role in informing public opinion but are often
inaccessible to screen reader users. To address the need for accessible data …

Answering questions about charts and generating visual explanations

DH Kim, E Hoque, M Agrawala - … of the 2020 CHI conference on human …, 2020 - dl.acm.org
People often use charts to analyze data, answer questions and explain their answers to
others. In a formative study, we find that such human-generated questions and explanations …

Chart mining: A survey of methods for automated chart analysis

K Davila, S Setlur, D Doermann… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Charts are useful communication tools for the presentation of data in a visually appealing
format that facilitates comprehension. There have been many studies dedicated to chart …