DocumentCode
3428624
Title
Integration of auditory masks into a Locally Competitive Algorithm for sparse representations of audio signals
Author
Srinivasa, Christopher ; Pichevar, Ramin ; Najaf-Zadeh, Hossein ; Bouchard, Martin
Author_Institution
Sch. of EECS, Univ. of Ottawa, Ottawa, ON, Canada
fYear
2012
fDate
2-5 July 2012
Firstpage
1068
Lastpage
1073
Abstract
The impact of auditory masking when obtaining sparse representations for audio signals is investigated by integrating a masking model into a Locally Competitive Algorithm. The masking model considers both temporal and frequency domain masking effects. The performance of the new algorithm is verified against the original Locally Competitive Algorithm for different types of sound files. Results show that the new algorithm allows for larger residual error between an input signal and its reconstructed version while maintaining the broadcast quality of the reconstructed version. It does so by shaping the residual error such that this larger error is inaudible.
Keywords
audio signal processing; signal reconstruction; signal representation; audio signal sparse representations; auditory mask integration; frequency domain masking effects; locally competitive algorithm; masking model; residual error; signal reconstruction; sound files; temporal masking effects; Humans; Kernel; Matrix converters; Neurons; Signal processing algorithms; Time frequency analysis; Vectors; Auditory masking; bio-inspired signal processing; sparse representations;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location
Montreal, QC
Print_ISBN
978-1-4673-0381-1
Electronic_ISBN
978-1-4673-0380-4
Type
conf
DOI
10.1109/ISSPA.2012.6310448
Filename
6310448
Link To Document