个人信息Personal Information
教授
硕士生导师
性别:女
毕业院校:大连理工大学
学位:博士
所在单位:信息与通信工程学院
学科:信号与信息处理
办公地点:创新园大厦A516房间
联系方式:maxh@dlut.edu.cn
电子邮箱:maxh@dlut.edu.cn
Phase Constraint and Deep Neural Network for Speech Separation
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论文类型:会议论文
发表时间:2017-01-01
收录刊物:Scopus、EI、CPCI-S
卷号:10262
页面范围:266-273
关键字:Speech separation; Deep neural network; Objective function; Complex mask
摘要:The phase response of speech is an important part in speech separation. In this paper, we apply the complex mask to the speech separation. It both enhances the magnitude and phase of speech. Specifically, we use a deep neural network to estimate the complex mask of two sources. And considering the importance of the phase, we also explore a phase constraint objective function, which can ensure the phase of the sum of estimated sources that is close to the phase of the mixture. We demonstrate the efficiency of the method on the TIMIT speech corpus for single channel speech separation.