首页> 外文会议>The 16th CSI International Symposium on Artificial Intelligence amp; Signal Processing. >Improved dynamic match phone lattice search using Viterbi scores and Jaro Winkler distance for keyword spotting system
【24h】

Improved dynamic match phone lattice search using Viterbi scores and Jaro Winkler distance for keyword spotting system

机译:使用Viterbi分数和Jaro Winkler距离改进动态匹配电话晶格搜索以实现关键字识别系统

获取原文
获取原文并翻译 | 示例

摘要

Keyword spotting (KWS) refers to finding of all occurrences of the chosen words in speech utterances. One of known methods for KWS problem is phone lattice search (PLS). In this method, accuracy and speed of lattice search are most important aspects. One method used in PLS, is Minimum Edit Distance (MED) measure. While this measure increases detection rate, it also raises the false alarm rate. In this paper, we propose some approaches to improve the false alarm rate and also the search speed. We use Viterbi scores and Jaro-Winkler distance besides MED measure in order to decrease the false alarm rate. We also use lattice pruning and indexing techniques for increasing the speed of search on the lattice. Results show that proposed method increases accuracy and search speed of KWS system in comparison to using only MED measure.
机译:关键字发现(KWS)是指找到语音中所选单词的所有出现。解决KWS问题的一种已知方法是电话晶格搜索(PLS)。在这种方法中,晶格搜索的准确性和速度是最重要的方面。 PLS中使用的一种方法是最小编辑距离(MED)度量。虽然此措施提高了检测率,但同时也提高了误报率。在本文中,我们提出了一些方法来提高误报率和搜索速度。除了MED量度以外,我们还使用Viterbi评分和Jaro-Winkler距离来降低误报率。我们还使用晶格修剪和索引技术来提高在晶格上的搜索速度。结果表明,与仅使用MED度量相比,该方法提高了KWS系统的准确性和搜索速度。

著录项

相似文献

  • 外文文献
  • 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