首页> 外文期刊>South African Journal of Science >The impact of accent identification errors on speech recognition of South African English
【24h】

The impact of accent identification errors on speech recognition of South African English

机译:口音识别错误对南非英语语音识别的影响

获取原文
           

摘要

For successful deployment, a South African English speech recognition system must be capable of processing the prevalent accents in this variety of English. Previous work dealing with the different accents of South African English has considered the case in which the accent of the input speech is known. Here we focus on the practical scenario in which the accent of the input speech is unknown and accent identification must occur at recognition time. By means of a set of contrastive experiments, we determine the effect which errors in the identification of the accent have on speech recognition performance. We focus on the specific configuration in which a set of accent-specific speech recognisers operate in parallel, thereby delivering both a recognition hypothesis as well as an identified accent in a single step. We find that, despite their considerable number, the accent identification errors do not lead to degraded speech recognition performance. We conclude that, for our South African English data, there is no benefit of including a more complex explicit accent identification component in the overall speech recognition system.
机译:为了成功部署,南非英语语音识别系统必须能够处理这种多种英语中的重音。先前处理南非英语的不同口音的工作已经考虑了已知输入语音的口音的情况。在这里,我们重点讨论实际情况,在这种情况下,输入语音的重音是未知的,并且在识别时必须进行重音识别。通过一组对比实验,我们确定口音识别错误对语音识别性能的影响。我们关注于一组特定于口音的语音识别器并行运行的特定配置,从而在单个步骤中既提供了识别假设又提供了已识别的口音。我们发现,尽管口音识别错误数量众多,但不会导致语音识别性能下降。我们得出结论,对于我们的南非英语数据,在整个语音识别系统中包含更复杂的显式口音识别组件没有好处。

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