Title :
Recent improvements of the SpeeD Romanian LVCSR system
Author :
Cucu, H. ; Buzo, Andi ; Petrica, Lucian ; Burileanu, Dragos ; Burileanu, C.
Author_Institution :
Speech & Dialogue Res. Lab., Univ. Politeh. of Bucharest, Bucharest, Romania
Abstract :
This paper presents the main improvements brought recently to the SpeeD automatic speech recognition system. Several aspects, such as speech and text resources acquisition, noise-robust speech features and feature transforms are discussed. All the updates in our ASR system are accompanied by experimental results illustrating significant improvements: between 30% and 35% relative WER reductions for various case studies (read/spontaneous speech, noisy/clean speech). In the last part of the paper, our ASR system is also compared with Google´s ASR system and a brief analysis of the results is presented.
Keywords :
natural language processing; speech recognition; SpeeD Romanian LVCSR system; SpeeD automatic speech recognition system; feature transforms; noise robust speech features; speech resource acquisition; text resource acquisition; Google; Hidden Markov models; Noise measurement; Noise robustness; Speech; Speech recognition; ASR; LDA; LVCSR; PNCC; noise-robust speech recognition;
Conference_Titel :
Communications (COMM), 2014 10th International Conference on
Conference_Location :
Bucharest
DOI :
10.1109/ICComm.2014.6866659