Remote speaker recognition based on the enhanced LDV-captured speech
文献类型：期刊论文
| 作者 | Zhang, Heyong1 ; Yan, Chunhui1; Wu, Shisong1; Han, Xiyu1; Lv, Tao1; Peng, Shuping2
|
| 刊名 | APPLIED ACOUSTICS
 |
| 出版日期 | 2019 |
| 卷号 | 143页码:165-170 |
| 关键词 | Laser Doppler Vibrometer Remote acoustic detection Speaker recognition |
| ISSN号 | 0003-682X |
| DOI | 10.1016/j.apacoust.2018.08.007 |
| 通讯作者 | Lv, Tao(18767120269@163.com) |
| 英文摘要 | Speaker recognition technique is one of the popular biometric identification technology, which identifies the speaker's identity based on the speaker's voice. Whereas almost all speaker verification system shows poor performance when the system and speaker are far apart. To address the challenges of remote speaker recognition, a Laser Doppler Vibrometer (LDV) is used to recognize remote speaker. In this paper, three LDV speech corpuses, each consists of 50 speakers, are collected from the vibrations of a plastic bag, a mineral water bottle and a computer screen, using the LDV developed by us. The distance from the LDV sensor to the vibration targets is approximately 50 m. In order to improve the quality of the LDV-captured speech, the speech enhancement technology based on optimally modified log-spectral amplitude (OM-LSA) algorithm is used. According to the enhanced LDV-captured speech, a GMM-UBM model is built to recognize remote speaker. The experiment results show that the average EER using LDV-captured speech is 16.9590%. These results show great promise of using LDV for long range speaker recognition applications. (C) 2018 Published by Elsevier Ltd. |
| 资助项目 | National Natural Science Foundation of China[61205143] |
| WOS研究方向 | Acoustics |
| 语种 | 英语 |
| WOS记录号 | WOS:000449138700017 |
| 出版者 | ELSEVIER SCI LTD |
| 资助机构 | National Natural Science Foundation of China |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/60381]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 通讯作者 | Lv, Tao |
| 作者单位 | 1.Chinese Acad Sci, Changchun Inst Opt Fine Mech & Phys, State Key Lab Laser Interact Matter, Changchun 130033, Jilin, Peoples R China 2.Zhejiang Univ Technol, Hangzhou 310014, Zhejiang, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhang, Heyong,Yan, Chunhui,Wu, Shisong,et al. Remote speaker recognition based on the enhanced LDV-captured speech[J]. APPLIED ACOUSTICS,2019,143:165-170. |
| APA | Zhang, Heyong,Yan, Chunhui,Wu, Shisong,Han, Xiyu,Lv, Tao,&Peng, Shuping.(2019).Remote speaker recognition based on the enhanced LDV-captured speech.APPLIED ACOUSTICS,143,165-170. |
| MLA | Zhang, Heyong,et al."Remote speaker recognition based on the enhanced LDV-captured speech".APPLIED ACOUSTICS 143(2019):165-170. |
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