THCHS-30 : A Fr… (2015-12-07T00:00:00.000000Z)

TL;DR

This paper releases a free Chinese speech database THCHS-30 that can be used to build a full- edged Chinese speech recognition system, and reports the baseline system established with this database, including the performance under highly noisy conditions.

Abstract

Speech data is crucially important for speech recognition research. There are quite some speech databases that can be purchased at prices that are reasonable for most research institutes. However, for young people who just start research activities or those who just gain initial interest in this direction, the cost for data is still an annoying barrier. We support the `free data' movement in speech recognition: research institutes (particularly supported by public funds) publish their data freely so that new researchers can obtain sufficient data to kick of their career. In this paper, we follow this trend and release a free Chinese speech database THCHS-30 that can be used to build a full- edged Chinese speech recognition system. We report the baseline system established with this database, including the performance under highly noisy conditions.

Authors

Xuewei Zhang

2 papers

TL;DR

Abstract

Authors

References23 items

A Fast Learning Method for Multilayer Perceptrons in Automatic Speech Recognition Systems

Noisy training for deep neural networks in speech recognition

Automatic Speech Recognition: A Deep Learning Approach

Noisy training for deep neural networks

Sequence-discriminative training of deep neural networks

TL;DR

Abstract

Authors

References23 items

A Fast Learning Method for Multilayer Perceptrons in Automatic Speech Recognition Systems

Noisy training for deep neural networks in speech recognition

Automatic Speech Recognition: A Deep Learning Approach

Noisy training for deep neural networks

Sequence-discriminative training of deep neural networks

Recent advances in deep learning for speech research at Microsoft

Feature Learning in Deep Neural Networks - A Study on Speech Recognition Tasks

Phoneme Recognition on the TIMIT Database

Discriminative learning in sequential pattern recognition

Extracting and composing robust features with denoising autoencoders

The Development of the AMI System for the Transcription of Speech in Meetings

SRILM - an extensible language modeling toolkit

SWITCHBOARD: telephone speech corpus for research and development

The Design for the Wall Street Journal-based CSR Corpus

Removal by Denoising Autoencoder in Speech Recognition

Askar Humdulla, and Fang Zheng Thugy20: A free uyghur speech database

A historical perspective of speech recognition

Deep Learning Methods and Applications, Foundations and Trends in Signal Processing

Reverberant speech recognition based on denoising autoencoder

Recurrent Neural Networks for Noise Reduction in Robust ASR

The Kaldi Speech Recognition Toolkit

Qiang Fang, and Fang Hu Rasc863-a chinese speech corpus with four regional accents

“TCMSD: a new chinese continuous speech database,”

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