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Offline Sindhi Speech Recognition

机译:离线Sindhi语音识别

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Motivation behind this research effort is to fill up the gap between the computer and its related technologies and the people of rural Sindh, by enabling them to use Sindhi language in their computers, mobiles etc. The Sindhi language is the most commonly used language by Sindh province people, particularly people living in rural areas of Sindh. This language is also spoken in many areas of India. While there exists a number of speech recognition systems, which have been developed for different languages, literature suggests there is need for speech recognition system in local Sindhi language. We have designed and developed a speech recognition system in Sindhi language, which is based on Artificial Neural Network (ANN) and Hidden Markov Model (HMM). The main purpose behind using ANN is that has an adaptive nature which means it has the capability to learn. In this paper, we present and discuss various aspects of the proposed Sindhi speech recognition system including fundamental model of a speech recognition trainer and its different modules. It also describes how to develop dictionary for Sindhi language and how to train a module for Automatic Speech Recognition (ASR). We also present and discuss the results of experiments conducted to evaluate the system.
机译:这项研究努力背后的动机是通过使他们在计算机,手机等中使用Sindhi语言来填补计算机与其相关技术与农村人民之间的差距。Sindhi语言是SINDH最常用的语言省人民,特别是生活在苏林德农村地区的人们。印度的许多地区也讲了这种语言。虽然存在许多用于不同语言的语音识别系统,但文献表明了本地Sind​​hi语言存在语音识别系统。我们在Sindhi语言设计和开发了一个语音识别系统,基于人工神经网络(ANN)和隐藏的马尔可夫模型(HMM)。使用ANN后面的主要目的是具有自适应性质,这意味着它具有学习的能力。在本文中,我们展示并讨论了拟议的Sindhi语音识别系统的各个方面,包括语音识别培训师的基本模型及其不同的模块。它还介绍了如何开发Sindhi语言字典以及如何为自动语音识别(ASR)培训模块。我们还存在并讨论进行评估系统的实验结果。

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