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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

Tactile graphics are often adapted from visual chart designs, yet many of these encodings do not translate effectively to non-visual exploration. Blind and low-vision (BLV) people employ a variety of physical strategies such as measuring…

Human-Computer Interaction · Computer Science 2025-10-16 Areen Khalaila , Dylan Cashman

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

Advancements in accessibility technologies such as low-cost swell form printers or refreshable tactile displays promise to allow blind or low-vision (BLV) people to analyze data by transforming visual representations directly to tactile…

Human-Computer Interaction · Computer Science 2025-08-21 Areen Khalaila , Lane Harrison , Nam Wook Kim , Dylan Cashman

Refreshable tactile displays (RTDs) are predicted to soon become a viable option for the provision of accessible graphics for people who are blind or have low vision (BLV). This new technology for the tactile display of braille and…

Human-Computer Interaction · Computer Science 2024-01-30 Leona Holloway , Peter Cracknell , Kate Stephens , Melissa Fanshawe , Samuel Reinders , Kim Marriott , Matthew Butler

Tactile graphics require careful expert validation before reaching blind and visually impaired (BVI) learners, yet existing datasets provide only coarse holistic quality ratings that offer no actionable repair signal. We present…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Adnan Khan , Abbas Akkasi , Majid Komeili

Visualizations, such as charts, are crucial for interpreting complex data. However, they are often provided as raster images, which are not compatible with assistive technologies for people with blindness and visual impairments, such as…

Computer Vision and Pattern Recognition · Computer Science 2024-05-30 Omar Moured , Sara Alzalabny , Anas Osman , Thorsten Schwarz , Karin Muller , Rainer Stiefelhagen

Tactile graphics are essential for providing access to visual information for the 43 million people globally living with vision loss. Traditional methods for creating these graphics are labor-intensive and cannot meet growing demand. We…

Computer Vision and Pattern Recognition · Computer Science 2025-05-16 Adnan Khan , Alireza Choubineh , Mai A. Shaaban , Abbas Akkasi , Majid Komeili

New tactile interfaces such as swell form printing or refreshable tactile displays promise to allow visually impaired people to analyze data. However, it is possible that design guidelines and familiar encodings derived from experiments on…

Human-Computer Interaction · Computer Science 2024-10-14 Areen Khalaila , Lane Harrison , Nam Wook Kim , Dylan Cashman

Tactile perception is essential for embodied agents to understand physical attributes of objects that cannot be determined through visual inspection alone. While existing approaches have made progress in visual and language modalities for…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Yifan Xie , Mingyang Li , Shoujie Li , Xingting Li , Guangyu Chen , Fei Ma , Fei Richard Yu , Wenbo Ding

In a world driven by data visualization, ensuring the inclusive accessibility of charts for Blind and Visually Impaired (BVI) individuals remains a significant challenge. Charts are usually presented as raster graphics without textual and…

Human-Computer Interaction · Computer Science 2024-03-26 Omar Moured , Morris Baumgarten-Egemole , Alina Roitberg , Karin Muller , Thorsten Schwarz , Rainer Stiefelhagen

Vision-Language-Action (VLA) models have shown remarkable achievements, driven by the rich implicit knowledge of their vision-language components. However, achieving generalist robotic agents demands precise grounding into physical…

Robotics · Computer Science 2025-07-15 Jialei Huang , Shuo Wang , Fanqi Lin , Yihang Hu , Chuan Wen , Yang Gao

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

Tactile feedback is generally recognized to be crucial for effective interaction with the physical world. However, state-of-the-art Vision-Language-Action (VLA) models lack the ability to interpret and use tactile signals, limiting their…

Robotics · Computer Science 2025-07-30 Jianxin Bi , Kevin Yuchen Ma , Ce Hao , Mike Zheng Shou , Harold Soh

Traditional accessibility methods like alternative text and data tables typically underrepresent data visualization's full potential. Keyboard-based chart navigation has emerged as a potential solution, yet efficient data exploration…

Human-Computer Interaction · Computer Science 2024-08-20 Joshua Gorniak , Yoon Kim , Donglai Wei , Nam Wook Kim

The use of natural language interfaces (NLIs) to create charts is becoming increasingly popular due to the intuitiveness of natural language interactions. One key challenge in this approach is to accurately capture user intents and…

Human-Computer Interaction · Computer Science 2025-01-22 Yuan Tian , Weiwei Cui , Dazhen Deng , Xinjing Yi , Yurun Yang , Haidong Zhang , Yingcai Wu

Tactility provides crucial support and enhancement for the perception and interaction capabilities of both humans and robots. Nevertheless, the multimodal research related to touch primarily focuses on visual and tactile modalities, with…

Computer Vision and Pattern Recognition · Computer Science 2024-06-18 Ning Cheng , You Li , Jing Gao , Bin Fang , Jinan Xu , Wenjuan Han

Despite the recent surge of research efforts to make data visualizations accessible to people who are blind or have low vision (BLV), how to support BLV people's data analysis remains an important and challenging question. As refreshable…

Human-Computer Interaction · Computer Science 2025-01-17 Samuel Reinders , Matthew Butler , Ingrid Zukerman , Bongshin Lee , Lizhen Qu , Kim Marriott

This paper introduces an extended version of the Linear Temporal Logic (LTL) graphical interface. It is a sketch based interface built on the Android platform which makes the LTL control interface more straightforward and friendly to…

Robotics · Computer Science 2023-07-11 Wei Wei , Kangjin Kim , Georgios Fainekos

Vision-Language-Action (VLA) models have demonstrated significant advantages in robotic manipulation. However, their reliance on vision and language often leads to suboptimal performance in tasks involving visual occlusion, fine-grained…

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