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VTLN Using Different Warping Functions for Template Matching

Madhavi, Maulik C and Sharma, Shubham and Patil, Hemant A (2016) VTLN Using Different Warping Functions for Template Matching. In: 6th International Conference on Pattern Recognition and Machine Intelligence (PREMI), JUN 30-JUL 03, 2015, Warsaw, POLAND, pp. 111-121.

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Official URL: http://dx.doi.org/10.1007/978-3-319-30315-4_10

Abstract

In most automatic speech recognition (ASR) systems, speaker differences are compensated by normalizing the vocal tract lengths of the speakers. This is implemented by warping the frequency-axis by appropriate warping factor. However, it is computationally expensive to find warping factor for each speaker. This problem is overcome by incorporating a universal warping function for all the speakers. Different psychoacoustic scales have been proposed over the past decade that are assumed to be similar to the frequency response of basilarmembrane (BM) of human auditory system. In this paper, different warping functions are studied with an aim of vocal tract length normalization (VTLN) and template matching experiments are done using dynamic time warping (DTW) algorithm to test the performance of various warping functions. It was observed that features obtained by warping the frequency-axis by psychoacoustic scales improve the classification performance. In particular, Equivalent Rectangular Bandwidth (ERB)-scale based warping improves the precision by 7.17% over state-of-the-art mel frequency cepstral coefficients (MFCC) for template matching done on isolated digits of TIDIGITS database and 6.16% on words from TIMIT database.

Item Type: Conference Proceedings
Additional Information: Copy right for this article belongs to the SPRINGER-VERLAG BERLIN, HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY
Keywords: Vocal tract length normalization; Frequency warping; Dynamic time warping; Template matching
Department/Centre: Division of Electrical Sciences > Electrical Engineering
Depositing User: Id for Latest eprints
Date Deposited: 08 Jul 2016 05:53
Last Modified: 08 Jul 2016 05:53
URI: http://eprints.iisc.ac.in/id/eprint/54164

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