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05/18/2023
A Comparative Study on E-Branchformer vs Conformer in Speech Recognition, Translation, and Understanding Tasks
Conformer, a convolution-augmented Transformer variant, has become the d...
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12/20/2022
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks
Spoken language understanding (SLU) tasks have been studied for many dec...
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12/16/2022
Context-aware Fine-tuning of Self-supervised Speech Models
Self-supervised pre-trained transformers have improved the state of the ...
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12/14/2021
On the Use of External Data for Spoken Named Entity Recognition
Spoken language understanding (SLU) tasks involve mapping from speech au...
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11/19/2021
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural Speech
Progress in speech processing has been facilitated by shared datasets an...
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06/11/2021
Leveraging Pre-trained Language Model for Speech Sentiment Analysis
In this paper, we explore the use of pre-trained language models to lear...
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05/11/2019
Time-Contrastive Learning Based Deep Bottleneck Features for Text-Dependent Speaker Verification
There are a number of studies about extraction of bottleneck (BN) featur...
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04/07/2019
MCE 2018: The 1st Multi-target Speaker Detection and Identification Challenge Evaluation
The Multi-target Challenge aims to assess how well current speech techno...
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04/07/2019
VoiceID Loss: Speech Enhancement for Speaker Verification
In this paper, we propose VoiceID loss, a novel loss function for traini...
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12/04/2018
Domain Mismatch Robust Acoustic Scene Classification using Channel Information Conversion
In a recent acoustic scene classification (ASC) research field, training...
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12/04/2018
Domain Attentive Fusion for End-to-end Dialect Identification with Unknown Target Domain
End-to-end deep learning language or dialect identification systems oper...
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11/27/2018
Noise-tolerant Audio-visual Online Person Verification using an Attention-based Neural Network Fusion
In this paper, we present a multi-modal online person verification syste...
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11/27/2018
Large-scale Speaker Retrieval on Random Speaker Variability Subspace
This paper describes a fast speaker search system to retrieve segments o...
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09/12/2018
Unsupervised Representation Learning of Speech for Dialect Identification
In this paper, we explore the use of a factorized hierarchical variation...
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09/12/2018
Frame-level speaker embeddings for text-independent speaker recognition and analysis of end-to-end model
In this paper, we propose a Convolutional Neural Network (CNN) based spe...
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07/17/2018
MCE 2018: The 1st Multi-target Speaker Detection and Identification Challenge Evaluation (MCE) Plan, Dataset and Baseline System
The Multitarget Challenge aims to assess how well current speech technol...
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03/12/2018
Convolutional Neural Networks and Language Embeddings for End-to-End Dialect Recognition
Dialect identification (DID) is a special case of general language ident...
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08/28/2017
MIT-QCRI Arabic Dialect Identification System for the 2017 Multi-Genre Broadcast Challenge
In order to successfully annotate the Arabic speech con- tent found in o...
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08/11/2017
DNN Transfer Learning based Non-linear Feature Extraction for Acoustic Event Classification
Recent acoustic event classification research has focused on training su...
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08/03/2017
Recursive Whitening Transformation for Speaker Recognition on Language Mismatched Condition
Recently in speaker recognition, performance degradation due to the chan...
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08/03/2017
Autoencoder based Domain Adaptation for Speaker Recognition under Insufficient Channel Information
In real-life conditions, mismatch between development and test domain de...
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02/03/2017