...
首页> 外文期刊>International Journal of Applied Pattern Recognition >A Pashtu speakers database using accent and dialect approach
【24h】

A Pashtu speakers database using accent and dialect approach

机译:使用口音和方言方法的Pashtu演讲者数据库

获取原文
获取原文并翻译 | 示例
   

获取外文期刊封面封底 >>

       

摘要

>A small scale Pashtu speakers' database with multiple accents and dialects has been developed to use in Pashtu Speaker Identification Systems (SIS) and accents and dialect identification systems. Pashtu is a major spoken language of Pakistan and Afghanistan. At present, it has become very prominent worldwide due to its regional importance. The regions of Pakistan and Afghanistan where Pashtu is spoken are mostly occupied by the extremists who use Pashtu for their communication. In order to design Pashtu voice-based systems for security and other applications, a database has been designed in which the voice data is collected from 32 native Pashtu speakers of different regions of Pakistan and Afghanistan. Finally, using a subset of the data, Multi-Layer Perceptron (MLP)-based SIS has been designed. The designed system achieved overall 87.5% identification accuracy and outperformed the recently proposed i-vector and GMM-based accent identification systems by showing 3.8% and 12.0% relative improvement respectively.
机译:>已开发出具有多个重音和方言的小型Pashtu说话人数据库,可用于Pashtu说话人识别系统(SIS)以及重音和方言识别系统。普什图语是巴基斯坦和阿富汗的主要语言。目前,由于其区域重要性,它已在世界范围内变得非常重要。讲普什图语的巴基斯坦和阿富汗地区大部分被利用普什图语进行交流的极端分子占领。为了设计用于安全和其他应用程序的基于Pashtu的语音系统,已经设计了一个数据库,其中从巴基斯坦和阿富汗不同地区的32位Pashtu母语使用者中收集了语音数据。最后,使用数据的子集,设计了基于多层感知器(MLP)的SIS。设计的系统总体识别准确率达87.5%,优于最近提出的基于i-vector和GMM的口音识别系统,相对改进率分别为3.8%和12.0%。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号