UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones

Non-speech sound-awareness is important to improve the quality of life for the deaf and hard-of-hearing (DHH) people. DHH people, especially the young, are not always satisfied with their hearing aids. According to the interviews with 60 young hard-of-hearing students, a ubiquitous sound-awareness t...

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Main Authors: LIU, Sicong, ZHOU, Zimu, DU, Junzhao, SHANGGUAN, Longfei, HAN, Jun, WANG, Xin
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Language:English
Published: Institutional Knowledge at Singapore Management University 2017
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Online Access:https://ink.library.smu.edu.sg/sis_research/4694
https://ink.library.smu.edu.sg/context/sis_research/article/5697/viewcontent/UbiEar_pv.pdf
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spelling sg-smu-ink.sis_research-56972020-01-09T07:18:30Z UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones LIU, Sicong ZHOU, Zimu DU, Junzhao SHANGGUAN, Longfei HAN, Jun WANG, Xin Non-speech sound-awareness is important to improve the quality of life for the deaf and hard-of-hearing (DHH) people. DHH people, especially the young, are not always satisfied with their hearing aids. According to the interviews with 60 young hard-of-hearing students, a ubiquitous sound-awareness tool for emergency and social events that works in diverse environments is desired. In this paper, we design UbiEar, a smartphone-based acoustic event sensing and notification system. Core techniques in UbiEar are a light-weight deep convolution neural network to enable location-independent acoustic event recognition on commodity smartphons, and a set of mechanisms for prompt and energy-efficient acoustic sensing. We conducted both controlled experiments and user studies with 86 DHH students and showed that UbiEar can assist the young DHH students in awareness of important acoustic events in their daily life. 2017-06-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4694 info:doi/10.1145/3090082 https://ink.library.smu.edu.sg/context/sis_research/article/5697/viewcontent/UbiEar_pv.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Ubiquitous and mobile computing Human-centered computing deaf elderly Software Engineering
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Ubiquitous and mobile computing
Human-centered computing
deaf elderly
Software Engineering
spellingShingle Ubiquitous and mobile computing
Human-centered computing
deaf elderly
Software Engineering
LIU, Sicong
ZHOU, Zimu
DU, Junzhao
SHANGGUAN, Longfei
HAN, Jun
WANG, Xin
UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones
description Non-speech sound-awareness is important to improve the quality of life for the deaf and hard-of-hearing (DHH) people. DHH people, especially the young, are not always satisfied with their hearing aids. According to the interviews with 60 young hard-of-hearing students, a ubiquitous sound-awareness tool for emergency and social events that works in diverse environments is desired. In this paper, we design UbiEar, a smartphone-based acoustic event sensing and notification system. Core techniques in UbiEar are a light-weight deep convolution neural network to enable location-independent acoustic event recognition on commodity smartphons, and a set of mechanisms for prompt and energy-efficient acoustic sensing. We conducted both controlled experiments and user studies with 86 DHH students and showed that UbiEar can assist the young DHH students in awareness of important acoustic events in their daily life.
format text
author LIU, Sicong
ZHOU, Zimu
DU, Junzhao
SHANGGUAN, Longfei
HAN, Jun
WANG, Xin
author_facet LIU, Sicong
ZHOU, Zimu
DU, Junzhao
SHANGGUAN, Longfei
HAN, Jun
WANG, Xin
author_sort LIU, Sicong
title UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones
title_short UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones
title_full UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones
title_fullStr UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones
title_full_unstemmed UbiEar: Bringing location-independent sound awareness to the hard-of-hearing people with smartphones
title_sort ubiear: bringing location-independent sound awareness to the hard-of-hearing people with smartphones
publisher Institutional Knowledge at Singapore Management University
publishDate 2017
url https://ink.library.smu.edu.sg/sis_research/4694
https://ink.library.smu.edu.sg/context/sis_research/article/5697/viewcontent/UbiEar_pv.pdf
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