EEG-based Measurement of Auditory Saliency in a Complex Context
碩士 === 國立交通大學 === 多媒體工程研究所 === 103 === Auditory saliency is an important mechanism for helping human extract relevant information in a particular auditory environment. Pre-attentive/bottom-up saliency, which occurs automatically in human auditory system, does not require humans to pay attention to a...
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ndltd-TW-103NCTU56410422019-05-15T22:34:03Z http://ndltd.ncl.edu.tw/handle/sn3p45 EEG-based Measurement of Auditory Saliency in a Complex Context 以腦波測量複雜場景中聲音對於人類感知的顯著性 Huang, Xun-Yi 黃薰誼 碩士 國立交通大學 多媒體工程研究所 103 Auditory saliency is an important mechanism for helping human extract relevant information in a particular auditory environment. Pre-attentive/bottom-up saliency, which occurs automatically in human auditory system, does not require humans to pay attention to audio stimuli. Behavioral studies, in which subjects are asked to determine a more salient sound after hearing two sounds, is commonly applied to measure or evaluate auditory saliency; however, behavioral studies may not truly reflect pre-attentive saliency because the subjects’ decision process often involves some complicate cognitive processes and behavioral responses only provide limited observations. Thus, a better measurement method for pre-attentive auditory saliency is necessary. In this study, we propose an electroencephalography-based approach that can complement behavioral studies to provide a more elaborate analysis of auditory saliency. We used two types of neural responses to detect subjects’ auditory perceptual responses: mismatch negativity (MMN) for pre-attentive processing and P3a for attention shifting. We demonstrate our method with an EEG experiment that measures MMN and P3a of measured sounds in two realistic-like scenarios, including carriage in a massive rapid transportation (MRT) and cabin in a car. The results of this study exhibit that MMN and P3a provide more detailed information for deeply exploring bottom-up saliency. We also believe that our study could provide novel insights at the view of three perspectives of saliency : pre-attentive, attentive, and behavioral saliency. Lin, Wen-Chieh 林文杰 2015 學位論文 ; thesis 28 en_US |
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碩士 === 國立交通大學 === 多媒體工程研究所 === 103 === Auditory saliency is an important mechanism for helping human extract relevant information in a particular auditory environment. Pre-attentive/bottom-up saliency, which occurs automatically in human auditory system, does not require humans to pay attention to audio stimuli. Behavioral studies, in which subjects are asked to determine a more salient sound after hearing two sounds, is commonly applied to measure or evaluate auditory saliency; however, behavioral studies may not truly reflect pre-attentive saliency because the subjects’ decision process often involves some complicate cognitive processes and behavioral responses only provide limited observations. Thus, a better measurement method for pre-attentive auditory saliency is necessary. In this study, we propose an electroencephalography-based approach that can complement behavioral studies to provide a more elaborate analysis of auditory saliency. We used two types of neural responses to detect subjects’ auditory perceptual responses: mismatch negativity (MMN) for pre-attentive processing and P3a for attention shifting. We demonstrate our method with an EEG experiment that measures MMN and P3a of measured sounds in two realistic-like scenarios, including carriage in a massive rapid transportation (MRT) and cabin in a car. The results of this study exhibit that MMN and P3a provide more detailed information for deeply exploring bottom-up saliency. We also believe that our study could provide novel insights at the view of three perspectives of saliency : pre-attentive, attentive, and behavioral saliency.
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author2 |
Lin, Wen-Chieh |
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Lin, Wen-Chieh Huang, Xun-Yi 黃薰誼 |
author |
Huang, Xun-Yi 黃薰誼 |
spellingShingle |
Huang, Xun-Yi 黃薰誼 EEG-based Measurement of Auditory Saliency in a Complex Context |
author_sort |
Huang, Xun-Yi |
title |
EEG-based Measurement of Auditory Saliency in a Complex Context |
title_short |
EEG-based Measurement of Auditory Saliency in a Complex Context |
title_full |
EEG-based Measurement of Auditory Saliency in a Complex Context |
title_fullStr |
EEG-based Measurement of Auditory Saliency in a Complex Context |
title_full_unstemmed |
EEG-based Measurement of Auditory Saliency in a Complex Context |
title_sort |
eeg-based measurement of auditory saliency in a complex context |
publishDate |
2015 |
url |
http://ndltd.ncl.edu.tw/handle/sn3p45 |
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