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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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 |
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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 |
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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. |
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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 |
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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 |
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2017 |
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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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