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DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES

Abstract: 

This paper describes new reference benchmark results based on hybrid Hidden Markov Model and Deep Neural Networks (HMM-DNN) for the GlobalPhone (GP) multilingual text and speech database. GP is a multilingual database of high-quality read speech with corresponding transcriptions and pronunciation dictionaries in more than 20 languages. Moreover, we provide new results for five additional languages, namely, Amharic, Oromo, Tigrigna, Wolaytta, and Uyghur. Across the 22 languages considered, the hybrid HMM-DNN models outperform the HMM-GMM based models regardless of the size of the training speech used. Overall, we achieved relative improvements that range from 7.14% to 59.43%.

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Paper Details

Authors:
Martha Yifiru Tachbelie, Ayimunishagu Abulimiti, Solomon Teferra Abate, Tanja Schultz
Submitted On:
20 May 2020 - 9:12am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Martha Yifiru Tachbelie
Paper Code:
5018
Document Year:
2020
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Document Files

ICASSP2020_DNN4GlobalPhone_Paper5018_modified.pdf

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[1] Martha Yifiru Tachbelie, Ayimunishagu Abulimiti, Solomon Teferra Abate, Tanja Schultz, "DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/5407. Accessed: Jun. 06, 2020.
@article{5407-20,
url = {http://sigport.org/5407},
author = {Martha Yifiru Tachbelie; Ayimunishagu Abulimiti; Solomon Teferra Abate; Tanja Schultz },
publisher = {IEEE SigPort},
title = {DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES},
year = {2020} }
TY - EJOUR
T1 - DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES
AU - Martha Yifiru Tachbelie; Ayimunishagu Abulimiti; Solomon Teferra Abate; Tanja Schultz
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/5407
ER -
Martha Yifiru Tachbelie, Ayimunishagu Abulimiti, Solomon Teferra Abate, Tanja Schultz. (2020). DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES. IEEE SigPort. http://sigport.org/5407
Martha Yifiru Tachbelie, Ayimunishagu Abulimiti, Solomon Teferra Abate, Tanja Schultz, 2020. DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES. Available at: http://sigport.org/5407.
Martha Yifiru Tachbelie, Ayimunishagu Abulimiti, Solomon Teferra Abate, Tanja Schultz. (2020). "DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES." Web.
1. Martha Yifiru Tachbelie, Ayimunishagu Abulimiti, Solomon Teferra Abate, Tanja Schultz. DNN-BASED SPEECH RECOGNITION FOR GLOBALPHONE LANGUAGES [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/5407