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10/22/2022
Guided contrastive self-supervised pre-training for automatic speech recognition
Contrastive Predictive Coding (CPC) is a representation learning method ...
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07/16/2022
Reducing Geographic Disparities in Automatic Speech Recognition via Elastic Weight Consolidation
We present an approach to reduce the performance disparity between geogr...
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02/22/2022
VADOI:Voice-Activity-Detection Overlapping Inference For End-to-end Long-form Speech Recognition
While end-to-end models have shown great success on the Automatic Speech...
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06/14/2021
SynthASR: Unlocking Synthetic Data for Speech Recognition
End-to-end (E2E) automatic speech recognition (ASR) models have recently...
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03/09/2021
Wav2vec-C: A Self-supervised Model for Speech Representation Learning
Wav2vec-C introduces a novel representation learning technique combining...
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12/14/2020
REDAT: Accent-Invariant Representation for End-to-End ASR by Domain Adversarial Training with Relabeling
Accents mismatching is a critical problem for end-to-end ASR. This paper...
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07/27/2020
Efficient minimum word error rate training of RNN-Transducer for end-to-end speech recognition
In this work, we propose a novel and efficient minimum word error rate (...
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07/17/2020
Streaming ResLSTM with Causal Mean Aggregation for Device-Directed Utterance Detection
In this paper, we propose a streaming model to distinguish voice queries...
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07/08/2020
Streaming End-to-End Bilingual ASR Systems with Joint Language Identification
Multilingual ASR technology simplifies model training and deployment, bu...
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06/30/2020
Multi-view Frequency LSTM: An Efficient Frontend for Automatic Speech Recognition
Acoustic models in real-time speech recognition systems typically stack ...
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06/01/2020
Streaming Language Identification using Combination of Acoustic Representations and ASR Hypotheses
This paper presents our modeling and architecture approaches for buildin...
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09/30/2019
DiPCo – Dinner Party Corpus
We present a speech data corpus that simulates a "dinner party" scenario...
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01/05/2019
Improving noise robustness of automatic speech recognition via parallel data and teacher-student learning
For real-world speech recognition applications, noise robustness is stil...
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09/20/2018
LSTM-based Whisper Detection
This article presents a whisper speech detector in the far-field domain....
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08/07/2018
Device-directed Utterance Detection
In this work, we propose a classifier for distinguishing device-directed...
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04/14/2016
Estimating parameters of nonlinear systems using the elitist particle filter based on evolutionary strategies
In this article, we present the elitist particle filter based on evoluti...
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11/18/2014
The NLMS algorithm with time-variant optimum stepsize derived from a Bayesian network perspective
In this article, we derive a new stepsize adaptation for the normalized ...
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10/09/2014
Spatial Diffuseness Features for DNN-Based Speech Recognition in Noisy and Reverberant Environments
We propose a spatial diffuseness feature for deep neural network (DNN)-b...
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10/11/2013