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Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche en Informatique et en Automatique (Inria)-École normale supérieure - Paris (ENS-PSL) (1)
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Hits 1 – 2 of 2
1
Evaluating speech features with the Minimal-Pair ABX task: Analysis of the classical MFC/PLP pipeline
Schatz, Thomas
;
Peddinti, Vijayaditya
;
Bach, Francis
;
Jansen, Aren
;
Hermansky, Hynek
;
Dupoux, Emmanuel
In: Proceedings of INTERSPEECH 2013 ; INTERSPEECH 2013 : 14th Annual Conference of the International Speech Communication Association ; https://hal.archives-ouvertes.fr/hal-00918599 ; INTERSPEECH 2013 : 14th Annual Conference of the International Speech Communication Association, Aug 2013, Lyon, France. pp.1-5 (2013)
Abstract:
International audience ; We present a new framework for the evaluation of speech rep- resentations in zero-resource settings, that extends and complements previous work by Carlin, Jansen and Hermansky [1]. In particular, we replace their Same/Different discrimination task by several Minimal-Pair ABX (MP-ABX) tasks. We explain the analytical advantages of this new framework and apply it to de- compose the standard signal processing pipelines for computing PLP and MFC coefficients. This method enables us to confirm and quantify a variety of well-known and not-so-well-known results in a single framework.
Keyword:
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
;
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
;
[SCCO.COMP]Cognitive science/Computer science
;
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
;
evaluation framework
;
minimal-pair ABX task
;
speech features
;
speech representations
;
zero-resource
URL:
https://hal.archives-ouvertes.fr/hal-00918599/document
https://hal.archives-ouvertes.fr/hal-00918599
https://hal.archives-ouvertes.fr/hal-00918599/file/ABX-3.pdf
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2
A Summary of the 2012 JHU CLSP workshop on zero resource speech technologies and models of early language acquisition
Jansen, Aren
;
Dupoux, Emmanuel
;
Seltzer, Mike
. - : Piscataway, NJ : IEEE, 2013
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