Extracting Efficient Spectrograms From MP3 Compressed Speech Signals for Synthetic Speech Detection

Author:

Xiang Ziyue1ORCID,Yadav Amit Kumar Singh1ORCID,Tubaro Stefano2ORCID,Bestagini Paolo2ORCID,Delp Edward J.1ORCID

Affiliation:

1. Purdue University, West Lafayette, IN, USA

2. Politecnico di Milano, Milan, Italy

Funder

DARPA/AFRL

Publisher

ACM

Reference44 articles.

1. A Review of Modern Audio Deepfake Detection Methods;Almutairi Zaynab;Challenges and Future Directions. Algorithms,2022

2. Cough Classification for COVID-19 based on audio mfcc features using Convolutional Neural Networks

3. Frequency Domain-Based Detection of Generated Audio

4. Kratika Bhagtani , Amit Kumar Singh Yadav , Emily R Bartusiak, Ziyue Xiang, Ruiting Shao, Sriram Baireddy, and Edward J Delp. 2022 . An Overview of Recent Work in Media Forensics : Methods and threats. arXiv preprint arXiv:2204.12067 (2022). https://doi.org/10.48550/arXiv.2204.12067 10.48550/arXiv.2204.12067 Kratika Bhagtani, Amit Kumar Singh Yadav, Emily R Bartusiak, Ziyue Xiang, Ruiting Shao, Sriram Baireddy, and Edward J Delp. 2022. An Overview of Recent Work in Media Forensics: Methods and threats. arXiv preprint arXiv:2204.12067 (2022). https://doi.org/10.48550/arXiv.2204.12067

5. Detection and classification of double compressed MP3 audio tracks

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1. PS3DT: Synthetic Speech Detection Using Patched Spectrogram Transformer;2023 International Conference on Machine Learning and Applications (ICMLA);2023-12-15

2. DSVAE: Disentangled Representation Learning for Synthetic Speech Detection;2023 International Conference on Machine Learning and Applications (ICMLA);2023-12-15

3. Are you Really Alone? Detecting the use of Speech Separation Techniques on Audio Recordings;2023 IEEE International Workshop on Information Forensics and Security (WIFS);2023-12-04

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