Title :
Advances in Large Vocabulary Continuous Speech Recognition in Greek: Modeling and nonlinear features
Author :
Rodomagoulakis, I. ; Potamianos, Gerasimos ; Maragos, Petros
Author_Institution :
Sch. of ECE, Nat. Tech. Univ. of Athens, Athens, Greece
Abstract :
The main goal of this work is the development of an improved Large Vocabulary Continuous Speech Recognition (LVCSR) framework in Greek. Language modeling is carried out in a collection of journalistic text and in the acoustic signal processing, a nonlinear approach is implemented for deriving features of the AM-FM type. Experimentation is carried out in both clean and simulated far-field speech offering insight about the acoustic modeling under adverse conditions with reverberation and additive ambient noise. Beyond the baseline implementation, a first step is made in exploring how standard (MFCCs and PLPs) and modulation features (AM-FM) behave in a LVCSR framework when the input speech is distant, like in real life home applications.
Keywords :
acoustic noise; acoustic signal processing; amplitude modulation; frequency modulation; reverberation; speech recognition; text analysis; AM-FM; Greek; LVCSR; acoustic modeling; acoustic signal processing; additive ambient noise; adverse condition; journalistic text processing; language modeling; large vocabulary continuous speech recognition; modulation feature; nonlinear feature approach; reverberation; standard feature; Acoustics; Databases; Feature extraction; Hidden Markov models; Speech; Speech recognition; Vocabulary; Acoustic modeling; Language modeling; Large Vocabulary Continuous Speech Recognition; Speech Processing;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2013 Proceedings of the 21st European
Conference_Location :
Marrakech