Sorry, you need to enable JavaScript to visit this website.

Multilingual Recognition and Identification (SPE-MULT)

DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION


In this work, we present a language identification (LID) system based on embeddings. In our case, an embedding is a fixed-length vector (similar to i-vector) that represents the whole utterance, but unlike i-vector it is designed to contain mostly information relevant to the target task (LID). In order to obtain these embeddings, we train a deep neural network (DNN) with sequence summarization layer to classify languages.

Paper Details

Authors:
Alicia Lozano-Diez, Oldrich Plchot, Pavel Matejka, Joaquin Gonzalez-Rodriguez
Submitted On:
12 April 2018 - 11:29am
Short Link:
Type:
Event:
Presenter's Name:
Paper Code:
Document Year:
Cite

Document Files

Poster Embeddings LID NIST LRE 2017 Lozano et al.

(113)

Subscribe

[1] Alicia Lozano-Diez, Oldrich Plchot, Pavel Matejka, Joaquin Gonzalez-Rodriguez, "DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2399. Accessed: Jun. 19, 2019.
@article{2399-18,
url = {http://sigport.org/2399},
author = {Alicia Lozano-Diez; Oldrich Plchot; Pavel Matejka; Joaquin Gonzalez-Rodriguez },
publisher = {IEEE SigPort},
title = {DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION},
year = {2018} }
TY - EJOUR
T1 - DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION
AU - Alicia Lozano-Diez; Oldrich Plchot; Pavel Matejka; Joaquin Gonzalez-Rodriguez
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2399
ER -
Alicia Lozano-Diez, Oldrich Plchot, Pavel Matejka, Joaquin Gonzalez-Rodriguez. (2018). DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION. IEEE SigPort. http://sigport.org/2399
Alicia Lozano-Diez, Oldrich Plchot, Pavel Matejka, Joaquin Gonzalez-Rodriguez, 2018. DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION. Available at: http://sigport.org/2399.
Alicia Lozano-Diez, Oldrich Plchot, Pavel Matejka, Joaquin Gonzalez-Rodriguez. (2018). "DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION." Web.
1. Alicia Lozano-Diez, Oldrich Plchot, Pavel Matejka, Joaquin Gonzalez-Rodriguez. DNN BASED EMBEDDINGS FOR LANGUAGE RECOGNITION [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2399

Pages