DocumentCode
669210
Title
Adding quiet and music detection capabilities to FDA-approved cochlear implant research platform
Author
Mirzahasanloo, Taher S. ; Kehtarnavaz, Nasser ; Panahi, Issa
Author_Institution
Dept. of Electr. Eng., Univ. of Texas at Dallas, Richardson, TX, USA
fYear
2013
fDate
4-6 Sept. 2013
Firstpage
399
Lastpage
403
Abstract
This paper presents the addition of quiet and music detection capabilities to our previously developed environment-adaptive cochlear implant speech processing pipeline. A modified Voice Activity Detector is proposed which provides quiet frame detection in addition to voice and no-voice activity detection in a computationally efficient manner. Music detection is achieved via a two-class Gaussian mixture model classifier requiring no extra computation for feature extraction. The results obtained indicate this added capability generates high detection rates for both quiet and music conditions.
Keywords
Gaussian processes; cochlear implants; handicapped aids; music; signal classification; speech processing; FDA-approved cochlear implant research platform; Gaussian mixture model classifier; environment-adaptive cochlear implant speech processing pipeline; feature extraction; modified voice activity detector; music detection capabilities; no-voice activity detection; quiet detection capabilities; Cochlear implants; Feature extraction; Noise; Pipelines; Real-time systems; Speech; Speech processing; Cochlear implant speech processing; cochlear implant research platform; music/noise classification; noise environment-adaptive speech enhancement; quiet detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing and Analysis (ISPA), 2013 8th International Symposium on
Conference_Location
Trieste
Type
conf
DOI
10.1109/ISPA.2013.6703774
Filename
6703774
Link To Document