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In the Clarity project, we will run a series of machine learning challenges to revolutionise speech processing for hearing devices. Over five years, there will be three paired challenges. Each pair will consist of a competition focussed on…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-18 Simone Graetzer , Michael Akeroyd , Jon P. Barker , Trevor J. Cox , John F. Culling , Graham Naylor , Eszter Porter , Rhoddy Viveros Muñoz

As able-bodied people, we often take our vision for granted. For people who are visually impaired, however, their disability can have a significant impact on their daily lives. We are developing proprietary headgear that will help visually…

Human-Computer Interaction · Computer Science 2023-11-08 Kumar Srinivas Bobba , Kartheeban K , Vamsi Krishna Sai Boddu , Vijaya Mani Surendra Bolla , Dinesh Bugga

Previous researchers have proposed intelligent systems for therapeutic monitoring of cognitive impairments. However, most existing practical approaches for this purpose are based on manual tests. This raises issues such as excessive…

Smart glasses are becoming an increasingly prevalent wearable platform, with audio as a key interaction modality. However, hearing in noisy environments remains challenging because smart glasses are equipped with open-ear speakers that do…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-08 Kuang Yuan , Freddy Yifei Liu , Tong Xiao , Yiwen Song , Chengyi Shen , Saksham Bhutani , Justin Chan , Swarun Kumar

Language models will inevitably err in situations with which they are unfamiliar. However, by effectively communicating uncertainties, they can still guide humans toward making sound decisions in those contexts. We demonstrate this idea by…

Artificial Intelligence · Computer Science 2024-10-08 Lingjun Zhao , Khanh Nguyen , Hal Daumé

This paper reports on a study that helps visually-impaired people to walk more confidently. The study hypothesizes that a smart cane that alerts visually-impaired people over obstacles in front could help them in walking with less accident.…

Humans can listen to a target speaker even in challenging acoustic conditions that have noise, reverberation, and interfering speakers. This phenomenon is known as the cocktail-party effect. For decades, researchers have focused on…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-17 Katerina Zmolikova , Marc Delcroix , Tsubasa Ochiai , Keisuke Kinoshita , Jan Černocký , Dong Yu

Access to non-verbal cues in social interactions is vital for people with visual impairment. It has been shown that non-verbal cues such as eye contact, number of people, their names and positions are helpful for individuals who are blind.…

Computers and Society · Computer Science 2017-11-30 M. Saquib Sarfraz , Angela Constantinescu , Melanie Zuzej , Rainer Stiefelhagen

We propose an algorithm to separate simultaneously speaking persons from each other, the "cocktail party problem", using a single microphone. Our approach involves a deep recurrent neural networks regression to a vector space that is…

Sound · Computer Science 2017-05-22 Cory Stephenson , Patrick Callier , Abhinav Ganesh , Karl Ni

Artificial intelligence (AI) is rapidly transforming healthcare, enabling fast development of tools like stress monitors, wellness trackers, and mental health chatbots. However, rapid and low-barrier development can introduce risks of bias,…

Computation and Language · Computer Science 2026-04-09 Xingmeng Zhao , Tongnian Wang , Dan Schumacher , Veronica Rammouz , Anthony Rios

Dementia, and specially Alzheimer s disease (AD) and Mild Cognitive Impairment (MCI) are one of the most important diseases suffered by elderly population. Music therapy is one of the most widely used non-pharmacological treatment in the…

Machine Learning · Computer Science 2022-03-10 Elsa Fernandez , Jordi Sole-Casals , Pilar M. Calvo , Marcos Faundez-Zanuy , Karmele Lopez-de-Ipina

This paper evaluates the impact of training undergraduate students to improve their audio deepfake discernment ability by listening for expert-defined linguistic features. Such features have been shown to improve performance of AI…

Sound · Computer Science 2024-11-25 Noshaba N. Bhalli , Nehal Naqvi , Chloe Evered , Christine Mallinson , Vandana P. Janeja

Cerebral Visual Impairment (CVI) is the set to be the leading cause of vision impairment, yet remains underrepresented in assistive technology research. Unlike ocular conditions, CVI affects higher-order visual processing-impacting object…

Human-Computer Interaction · Computer Science 2025-07-18 Bhanuka Gamage , Nicola McDowell , Dijana Kovacic , Leona Holloway , Thanh-Toan Do , Nicholas Price , Arthur Lowery , Kim Marriott

Integrating mixed reality (MR) with artificial intelligence (AI) technologies, including vision, language, audio, reasoning, and planning, enables the AI-powered MR assistant [1] to substantially elevate human efficiency. This enhancement…

Human-Computer Interaction · Computer Science 2024-05-10 Yan-Ming Chiou , Bob Price , Chien-Chung Shen , Syed Ali Asif

In the task of speaker diarization, the number of small-scale meetings accounts for a large proportion. When microphone arrays are employed as a recording device, its spatial information is usually ignored by most researchers. In this…

Sound · Computer Science 2022-10-27 Yuxuan Du , Ruohua Zhou

Dysarthria is a motor speech impairment affecting millions of people. Dysarthric speech can be far less intelligible than those of non-dysarthric speakers, causing significant communication difficulties. The goal of our work is to develop a…

Audio and Speech Processing · Electrical Eng. & Systems 2020-01-14 Seung Hee Yang , Minhwa Chung

Consumer speech recognition systems do not work as well for many people with speech diferences, such as stuttering, relative to the rest of the general population. However, what is not clear is the degree to which these systems do not work,…

Human-Computer Interaction · Computer Science 2023-02-28 Colin Lea , Zifang Huang , Lauren Tooley , Jaya Narain , Dianna Yee , Panayiotis Georgiou , Tien Dung Tran , Jeffrey P. Bigham , Leah Findlater

Speaker localization in a reverberant environment is a fundamental problem in audio signal processing. Many solutions have been developed to tackle this problem. However, previous algorithms typically assume a stationary environment in…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-29 Daniel A. Mitchell , Boaz Rafaely

The goal of this paper is speech separation and enhancement in multi-speaker and noisy environments using a combination of different modalities. Previous works have shown good performance when conditioning on temporal or static visual…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-06 Akam Rahimi , Triantafyllos Afouras , Andrew Zisserman

The human voice conveys unique characteristics of an individual, making voice biometrics a key technology for verifying identities in various industries. Despite the impressive progress of speaker recognition systems in terms of accuracy, a…

Sound · Computer Science 2022-08-24 Gianni Fenu , Giacomo Medda , Mirko Marras , Giacomo Meloni
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