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In this paper, we propose a deep learning based assistive system to improve the environment perception experience of visually impaired (VI). The system is composed of a wearable terminal equipped with an RGBD camera and an earphone, a…

Robotics · Computer Science 2019-08-12 Yimin Lin , Kai Wang , Wanxin Yi , Shiguo Lian

Visual recognition models have achieved unprecedented success in various tasks. While researchers aim to understand the underlying mechanisms of these models, the growing demand for deployment in safety-critical areas like autonomous…

Computer Vision and Pattern Recognition · Computer Science 2026-03-12 Qiyang Wan , Chengzhi Gao , Ruiping Wang , Xilin Chen

Shopping plays a significant role in shaping consumer identity and social integration. However, for individuals with visual impairments, navigating in supermarkets and identifying products can be an overwhelming and challenging experience.…

Human-Computer Interaction · Computer Science 2025-09-03 Larissa R. de S. Shibata , Ankit A. Ravankar , Jose Victorio Salazar Luces , Yasuhisa Hirata

Design for Voice User Interfaces (VUIs) has become more relevant in recent years due to the enormous advances of speech technologies and their growing presence in our everyday lives. Although modern VUIs still present interaction issues,…

Human-Computer Interaction · Computer Science 2019-04-15 Gisela Reyes-Cruz , Joel Fischer , Stuart Reeves

Augmented Reality (AR) technology creates new immersive experiences in entertainment, games, education, retail, and social media. AR content is often primarily visual and it is challenging to enable access to it non-visually due to the mix…

Human-Computer Interaction · Computer Science 2020-10-14 Jaylin Herskovitz , Jason Wu , Samuel White , Amy Pavel , Gabriel Reyes , Anhong Guo , Jeffrey P. Bigham

Despite years of research and the dramatic scaling of artificial intelligence (AI) systems, a striking misalignment between artificial and human vision persists. Contrary to humans, AI relies heavily on texture-features rather than shape…

Machine Learning · Computer Science 2026-03-10 Zejin Lu , Sushrut Thorat , Radoslaw M Cichy , Tim C Kietzmann

Augmented Reality (AR) solutions are providing tools that could improve applications in the medical and industrial fields. Augmentation can provide additional information in training, visualization, and work scenarios, to increase…

Human-Computer Interaction · Computer Science 2023-06-30 Akos Nagy , Thomas Lagkas , Panagiotis Sarigiannidis , Vasileios Argyriou

While artificial intelligence (AI) has made many successful applications in various domains, its adoption in healthcare lags a little bit behind other high-stakes settings. Several factors contribute to this slower uptake, including…

Artificial Intelligence · Computer Science 2023-08-10 Soheyla Amirian , Luke A. Carlson , Matthew F. Gong , Ines Lohse , Kurt R. Weiss , Johannes F. Plate , Ahmad P. Tafti

Text input on mobile devices without physical keys can be challenging for people who are blind or low-vision. We interview 12 blind adults about their experiences with current mobile text input to provide insights into what sorts of…

Human-Computer Interaction · Computer Science 2025-10-03 Dylan Gaines , Keith Vertanen

Machine learning models achieve high precision, but their decision-making processes often lack explainability. Furthermore, as model complexity increases, explainability typically decreases. Existing efforts to improve explainability…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Nicolas Echevarrieta-Catalan , Ana Ribas-Rodriguez , Francisco Cedron , Odelia Schwartz , Vanessa Aguiar-Pulido

Visualization literacy is an essential skill for accurately interpreting data to inform critical decisions. Consequently, it is vital to understand the evolution of this ability and devise targeted interventions to enhance it, requiring…

Human-Computer Interaction · Computer Science 2023-08-29 Yuan Cui , Lily W. Ge , Yiren Ding , Fumeng Yang , Lane Harrison , Matthew Kay

Assistive technologies for people with visual impairments (PVI) have made significant advancements, particularly with the integration of artificial intelligence (AI) and real-time sensor technologies. However, current solutions often…

Human-Computer Interaction · Computer Science 2024-10-08 He Zhang , Nicholas J. Falletta , Jingyi Xie , Rui Yu , Sooyeon Lee , Syed Masum Billah , John M. Carroll

Does human-AI assistance unfold in the same way as human-human assistance? This research explores what can be learned from the expertise of blind individuals and sighted volunteers to inform the design of multimodal voice agents and address…

Human-Computer Interaction · Computer Science 2026-02-06 Damien Rudaz , Barbara Nino Carreras , Sara Merlino , Brian L. Due , Barry Brown

This response to the RFI considers the potential for biometrics to help or harm disabled people2. Biometrics are already integrated into many aspects of daily life, from airport travel to mobile phone use. Yet many of these systems are not…

Computers and Society · Computer Science 2022-08-24 Jennifer Mankoff , Devva Kasnitz , Disability Studies , L Jean Camp , Jonathan Lazar , Harry Hochheiser

AI is becoming increasingly common across different domains. However, as sophisticated AI-based systems are often black-boxed, rendering the decision-making logic opaque, users find it challenging to comply with their recommendations.…

Artificial Intelligence · Computer Science 2024-06-19 Niklas Kühl , Christian Meske , Maximilian Nitsche , Jodie Lobana

Trust is an important factor in people's interactions with AI systems. However, there is a lack of empirical studies examining how real end-users trust or distrust the AI system they interact with. Most research investigates one aspect of…

Human-Computer Interaction · Computer Science 2023-05-16 Sunnie S. Y. Kim , Elizabeth Anne Watkins , Olga Russakovsky , Ruth Fong , Andrés Monroy-Hernández

Human feedback is critical for aligning AI systems to human values. As AI capabilities improve and AI is used to tackle more challenging tasks, verifying quality and safety becomes increasingly challenging. This paper explores how we can…

Artificial Intelligence · Computer Science 2025-10-31 Rishub Jain , Sophie Bridgers , Lili Janzer , Rory Greig , Tian Huey Teh , Vladimir Mikulik

Concerns have arisen regarding the unregulated utilization of artificial intelligence (AI) outputs, potentially leading to various societal issues. While humans routinely validate information, manually inspecting the vast volumes of…

Software Engineering · Computer Science 2025-01-07 Shota Aoki , Takahiro Katagiri , Satoshi Ohshima , Masatoshi Kawai , Toru Nagai , Tetsuya Hoshino

Explainable AI (XAI) is a promising means of supporting human-AI collaborations for high-stakes visual detection tasks, such as damage detection tasks from satellite imageries, as fully-automated approaches are unlikely to be perfectly safe…

Human-Computer Interaction · Computer Science 2021-11-05 Donghoon Shin , Sachin Grover , Kenneth Holstein , Adam Perer

Blind and Low Vision (BLV) people have adopted AI-powered visual interpretation applications to address their daily needs. While these applications have been helpful, prior work has found that users remain unsatisfied by their frequent…

Human-Computer Interaction · Computer Science 2025-03-11 Ricardo E. Gonzalez Penuela , Ruiying Hu , Sharon Lin , Tanisha Shende , Shiri Azenkot