Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection
文献类型：期刊论文
| Author | Fan, Cunhang1 ; Xue, Jun1; Tao, Jianhua2; Yi, Jiangyan3; Wang, Chenglong3; Zheng, Chengshi4; Lv, Zhao1
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| Source | NEURAL NETWORKS
 |
| Issued Date | 2024-07-01 |
| Volume | 175Pages:11 |
| Keyword | ASVspoof Fake speech detection Fundamental frequency Res2Net |
| ISSN | 0893-6080 |
| DOI | 10.1016/j.neunet.2024.106320 |
| Corresponding Author | Fan, Cunhang(cunhang.fan@ahu.edu.cn) ; Tao, Jianhua(jhtao@tsinghua.edu.cn) |
| English Abstract | The rhythm of bonafide speech is often difficult to replicate, which causes that the fundamental frequency (F0) of synthetic speech is significantly different from that of real speech. It is expected that the F0 feature contains the discriminative information for the fake speech detection (FSD) task. In this paper, we propose a novel F0 subband for FSD. In addition, to effectively model the F0 subband so as to improve the performance of FSD, the spatial reconstructed local attention Res2Net (SR-LA Res2Net) is proposed. Specifically, Res2Net is used as a backbone network to obtain multiscale information, and enhanced with a spatial reconstruction mechanism to avoid losing important information when the channel group is constantly superimposed. In addition, local attention is designed to make the model focus on the local information of the F0 subband. Experimental results on the ASVspoof 2019 LA dataset show that our proposed method obtains an equal error rate (EER) of 0.47% and a minimum tandem detection cost function (min t-DCF) of 0.0159, achieving the state-of-the-art performance among all of the single systems. |
| Funding Project | STI[2021ZD0201500] ; National Natural Science Foundation of China (NSFC)[62201002] ; National Natural Science Foundation of China (NSFC)[62322120] ; Excellent Youth Foundation of Anhui Scientific Committee, China[208085J05] ; Special Fund for Key Program of Science and Technology of Anhui Province, China[202203a07020008] ; Open Research Projects of Zhejiang Lab, China[2021KH0AB06] |
| WOS Research Area | Computer Science ; Neurosciences & Neurology |
| Language | 英语 |
| WOS ID | WOS:001234206200001 |
| Publisher | PERGAMON-ELSEVIER SCIENCE LTD |
| Funding Organization | STI ; National Natural Science Foundation of China (NSFC) ; Excellent Youth Foundation of Anhui Scientific Committee, China ; Special Fund for Key Program of Science and Technology of Anhui Province, China ; Open Research Projects of Zhejiang Lab, China |
| 源URL | [http://ir.ia.ac.cn/handle/173211/58487]  |
| Collection | 自动化研究所_模式识别国家重点实验室_模式分析与学习团队 |
| Corresponding Author | Fan, Cunhang; Tao, Jianhua |
| Affiliation | 1.Anhui Univ, Sch Comp Sci & Technol, Anhui Prov Key Lab Multimodal Cognit Computat, Hefei 230601, Peoples R China 2.Tsinghua Univ, Dept Automat, Beijing 100190, Peoples R China 3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 4.Chinese Acad Sci, Inst Acoust, Key Lab Noise & Vibrat Res, Beijing 100190, Peoples R China |
| Recommended Citation GB/T 7714 | Fan, Cunhang,Xue, Jun,Tao, Jianhua,et al. Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection[J]. NEURAL NETWORKS,2024,175:11. |
| APA | Fan, Cunhang.,Xue, Jun.,Tao, Jianhua.,Yi, Jiangyan.,Wang, Chenglong.,...&Lv, Zhao.(2024).Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection.NEURAL NETWORKS,175,11. |
| MLA | Fan, Cunhang,et al."Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection".NEURAL NETWORKS 175(2024):11. |
入库方式： OAI收割
来源：自动化研究所
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