Audio Deepfake Detection Based on a Combination of F0 Information and Real Plus Imaginary Spectrogram Features

Author:

Xue Jun1,Fan Cunhang1,Lv Zhao1,Tao Jianhua2,Yi Jiangyan2,Zheng Chengshi3,Wen Zhengqi4,Yuan Minmin5,Shao Shegang5

Affiliation:

1. School of Computer Science and Technology, Anhui University, Hefei, China

2. NLPR, Institute of Automation, Chinese Academy of Sciences, Beijing, China

3. Institute of Acoustics, Chinese Academy of Sciences, Beijing, China

4. Qiyuan Laboratory, Beijing, China

5. National Environmental Protection Engineering and Technology Center for Road Traffic Noise Control, Research Institute of Highway Ministry of Transport, Beijing, China

Funder

The National Key Research and Development Program of China

The National Natural Science Foundation of China (NSFC)

The Open Projects Program of National Laboratory of Pattern Recognition

The Open Research Projects of Zhejiang Lab

Publisher

ACM

Reference38 articles.

1. Jun Chen , Zilin Wang , Deyi Tuo , Zhiyong Wu , Shiyin Kang , and Helen Meng . 2022. FullSubNet: Channel Attention FullSubNet with Complex Spectrograms for Speech Enhancement . In ICASSP 2022--2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . IEEE , 7857--7861. Jun Chen, Zilin Wang, Deyi Tuo, Zhiyong Wu, Shiyin Kang, and Helen Meng. 2022. FullSubNet: Channel Attention FullSubNet with Complex Spectrograms for Speech Enhancement. In ICASSP 2022--2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 7857--7861.

2. Subband Modeling for Spoofing Detection in Automatic Speaker Verification

3. Ensemble Models for Spoofing Detection in Automatic Speaker Verification

4. Phillip L De Leon Bryan Stewart and Junichi Yamagishi. 2012. Synthetic Speech Discrimination using Pitch Pattern Statistics Derived from Image Analysis. Phillip L De Leon Bryan Stewart and Junichi Yamagishi. 2012. Synthetic Speech Discrimination using Pitch Pattern Statistics Derived from Image Analysis.

5. End-to-End Post-Filter for Speech Separation With Deep Attention Fusion Features

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