DocumentCode
423520
Title
Single channel speech recovery by coding
Author
Barros, Allan Kardec ; Nascimento, Edson ; Ohnishi, Noboru
Author_Institution
Depto. de Engenharia Eletrica, Univ. Fed. do Maranhao, Sao Luis, Brazil
Volume
1
fYear
2004
fDate
25-29 July 2004
Lastpage
68
Abstract
A number of approaches have been proposed for extracting a given speech from mixtures of sounds in the so-called cocktail party problem, in the aim of, for example, to enhance the speech recognition rate. The speech extraction can be carried out by either using single or multiple channel measurements. Some of those approaches explore the harmonicity of speech, and others make use of the redundancy among the channels, usually by independent component analysis. To extract one speech from a single channel, we propose here to use the characteristics of speech through the concept of efficient coding, which mimics the way the auditory cortex codes information. Simulations show that this technique can be used efficiently both to extract a single speech, as well as highlights a new way of approaching the speech recognition problem.
Keywords
independent component analysis; speech recognition; auditory cortex codes information; cocktail party problem; independent component analysis; single channel speech; speech extraction; speech recognition rate; Acoustic noise; Data mining; Electronic mail; Harmonic analysis; Humans; Independent component analysis; Speech analysis; Speech coding; Speech enhancement; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
ISSN
1098-7576
Print_ISBN
0-7803-8359-1
Type
conf
DOI
10.1109/IJCNN.2004.1379872
Filename
1379872
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