{"title":"Analysis of speech separation for ASR systems","authors":"A. Dabrowski, D. Cetnarowicz, T. Marciniak","doi":"10.1109/ROMOCO.2004.240584","DOIUrl":null,"url":null,"abstract":"This work presents some aspects concentrated on improving quality of the voice input signal for automatic speech recognition (ASR) systems. It is clear that proper separation of the desired voice from disturbances improves the recognition performance. We have tested the independent component analysis (ICA) infomax algorithm applied to the separation of isolated words. Detection of Polish words (commands used for the remote voice control of a robot) was tested using the dynamic time warping (DTW) approach.","PeriodicalId":176081,"journal":{"name":"Proceedings of the Fourth International Workshop on Robot Motion and Control (IEEE Cat. No.04EX891)","volume":"66 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Fourth International Workshop on Robot Motion and Control (IEEE Cat. No.04EX891)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ROMOCO.2004.240584","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
This work presents some aspects concentrated on improving quality of the voice input signal for automatic speech recognition (ASR) systems. It is clear that proper separation of the desired voice from disturbances improves the recognition performance. We have tested the independent component analysis (ICA) infomax algorithm applied to the separation of isolated words. Detection of Polish words (commands used for the remote voice control of a robot) was tested using the dynamic time warping (DTW) approach.