The analysis of the simplification from the ideal ratio to binary mask in signal-to-noise ratio sense
文献类型:期刊论文
作者 | Liang, Shan![]() ![]() ![]() |
刊名 | SPEECH COMMUNICATION
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出版日期 | 2014-04-01 |
卷号 | 59页码:22-30 |
关键词 | Ideal binary mask Ideal ratio mask W-Disjoint Orthogonality |
英文摘要 | For speech separation systems, the ideal binary mask (IBM) can be viewed as a simplified goal of the ideal ratio mask (IRM) which is derived from Wiener filter. The available research usually verify the rationality of this simplification from the aspect of speech intelligibility. However, the difference between the two masks has not been addressed rigorously in the signal-to-noise ratio (SNR) sense. In this paper, we analytically investigate the difference between the two ideal masks under the assumption of the approximate W-Disjoint Orthogonality (AWDO) which almost holds under many kinds of interference due to the sparse nature of speech. From the analysis, one theoretical upper bound of the difference is obtained under the AWDO assumption. Some other interesting discoveries include a new ratio mask which achieves higher SNR gains than the IRM and the essential relation between the AWDO degree and the SNR gain of the IRM. (C) 2013 Elsevier B.V. All rights reserved. |
WOS标题词 | Science & Technology ; Social Sciences ; Technology |
类目[WOS] | Acoustics ; Communication ; Computer Science, Interdisciplinary Applications ; Language & Linguistics |
研究领域[WOS] | Acoustics ; Communication ; Computer Science ; Linguistics |
关键词[WOS] | AUTOMATIC SPEECH RECOGNITION ; SEGREGATION ; SEPARATION ; INTELLIGIBILITY ; ALGORITHM |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000333496300003 |
源URL | [http://ir.ia.ac.cn/handle/173211/3000] ![]() |
专题 | 自动化研究所_模式识别国家重点实验室_机器人视觉团队 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit NLPR, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Liang, Shan,Liu, WenJu,Jiang, Wei,et al. The analysis of the simplification from the ideal ratio to binary mask in signal-to-noise ratio sense[J]. SPEECH COMMUNICATION,2014,59:22-30. |
APA | Liang, Shan,Liu, WenJu,Jiang, Wei,&Xue, Wei.(2014).The analysis of the simplification from the ideal ratio to binary mask in signal-to-noise ratio sense.SPEECH COMMUNICATION,59,22-30. |
MLA | Liang, Shan,et al."The analysis of the simplification from the ideal ratio to binary mask in signal-to-noise ratio sense".SPEECH COMMUNICATION 59(2014):22-30. |
入库方式: OAI收割
来源:自动化研究所
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