Automatic speech recognition system for Malay speaking children

Feisal Dani Rahman, Noraini Mohamed, Mumtaz Begum Mustafa, S. Salim
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引用次数: 14

Abstract

Automatic speech recognition or ASR system in short, is the most recent innovation in human computer interaction. An ASR system recognizes human speech and transforms them into outputs such as text or any other machine readable outputs. ASR is increasingly used in various applications such as dictation system, voice or speaker recognition and so on. Despite the advancement in the development of ASR system, not many of such system are developed for children. Children today are increasingly using computers for many daily activities including for education. The lack of ASR system for children causes them to be lagging in behind adult users. One of the reasons for the poor development of ASR system for children is the difficulties of obtaining or creating the speech corpus database of children. Unlike adults, researchers find it difficult to engage children in recording process. This research aims at developing an ASR system for Malay speaking children with the use of a small speech database. The ASR system developed in this research has the ability to recognize words at 76% accuracy.
马来语儿童自动语音识别系统
自动语音识别系统简称ASR,是人机交互领域的最新创新。ASR系统识别人类语音并将其转换为输出,如文本或任何其他机器可读输出。ASR越来越多地应用于听写系统、语音或说话人识别等各种应用。尽管ASR系统的发展取得了进步,但针对儿童开发的ASR系统并不多。今天的孩子们越来越多地使用电脑进行许多日常活动,包括教育。儿童ASR系统的缺乏导致他们落后于成人用户。儿童ASR系统发展不佳的原因之一是儿童语音语料库的获取或创建困难。与成年人不同,研究人员发现很难让孩子参与到记录过程中。本研究旨在利用小型语音资料库,为讲马来语的儿童开发一套ASR系统。本研究开发的ASR系统识别单词的准确率达到76%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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