Title :
Objective quality estimation of wide-band speech using a narrow-band prior
Author :
Petkov, Petko N. ; Kleijn, W. Bastiaan
Author_Institution :
Sch. of Electr. Eng., KTH-R. Inst. of Technol., Stockholm, Sweden
Abstract :
A fundamental challenge in the design of objective models for estimation of speech signal quality lies in the shortage of subjectively labelled databases. This problem is particularly relevant when developing quality assessment models for wide-band (16 kHz sampling rate) signals where databases are scarce. We explore the possibility for seamlessly integrating a quality prior in the form of a narrow-band quality estimate into the framework of a non-intrusive wide-band quality assessment algorithm. Experimental results confirm that the proposed approach can be used to improve performance over a baseline wide-band system without a narrow-band prior.
Keywords :
quality of service; speech processing; narrow-band prior; non-intrusive wideband quality assessment; objective quality estimation; speech signal processing; Gaussian processes; Image processing; Narrowband; Niobium; Predictive models; Quality assessment; Sampling methods; Spatial databases; Speech processing; Wideband; Gaussian Process regression; Non-intrusive quality assessment; input uncertainty;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495186