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Voice authentication has become an integral part in security-critical operations, such as bank transactions and call center conversations.
Standardizing auditory tests
WA Munson and Mark B Gardner · 1950
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Signal estimation from modified short-time fourier transform
D. Griffin and Jae Lim · 1983
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Vulnerability of speaker verification to voice mimicking
Yee Wah Lau, Michael Wagner, and Dat Tran · 2004
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Voice conversion based on maximum-likelihood estimation of spectral parameter trajectory
Tomoki Toda, Alan Black, and Keiichi Tokuda · 2007
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Auto-encoding variational Bayes
Diederik P Kingma and Max Welling · 2013
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Intriguing properties of neural networks
Christian Szegedy, Wojciech Zaremba, Ilya Sutskever, Joan Bruna, Dumitru Erhan, Ian Goodfellow, and Rob Fergus · 2013
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All your voices are belong to us: Stealing voices to fool humans and machines
Dibya Mukhopadhyay, Maliheh Shirvanian, and Nitesh Saxena · 2015
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Wavenet: A generative model for raw audio
Aaron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior, and Koray Kavukcuoglu · 2016
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Integrated spoofing countermeasures and automatic speaker verification: An evaluation on ASVspoof 2015
Md Sahidullah, Héctor Delgado, Massimiliano Todisco, Hong Yu, Tomi Kinnunen, Nicholas Evans, and Zheng-Hua Tan · 2016
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On the study of replay and voice conversion attacks to text-dependent speaker verification
Zhizheng Wu and Haizhou Li · 2016
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VoiceLive: A phoneme localization based liveness detection for voice authentication on smartphones
Linghan Zhang, Sheng Tan, Jie Yang, and Yingying Chen · 2016
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Houdini: Fooling deep structured visual and speech recognition models with adversarial examples
Moustapha M Cisse, Yossi Adi, Natalia Neverova, and Joseph Keshet · 2017
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Factor analysis methods for joint speaker verification and spoof detection
BK Dhanush, S Suparna, R Aarthy, C Likhita, D Shashank, H Harish, and Sriram Ganapathy · 2017
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VoxCeleb: a large-scale speaker identification dataset
Arsha Nagrani, Joon Son Chung, and Andrew Zisserman · 2017
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ASVspoof: the automatic speaker verification spoofing and countermeasures challenge
Zhizheng Wu, Junichi Yamagishi, Tomi Kinnunen, Cemal Hanilçi, Mohammed Sahidullah, Aleksandr Sizov, Nicholas Evans, Massimiliano Todisco, and Héctor Delgado · 2017
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Hearing your voice is not enough: An articulatory gesture based liveness detection for voice authentication
Linghan Zhang, Sheng Tan, and Jie Yang · 2017
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Robustness-related issues in speaker recognition
Thomas Fang Zheng and Lantian Li · 2017
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Did you hear that? Adversarial examples against automatic speech recognition
Moustafa Alzantot, Bharathan Balaji, and Mani Srivastava · 2018
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Audio adversarial examples: Targeted attacks on speech-to-text
Nicholas Carlini and David Wagner · 2018
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Generative adversarial networks: An overview
A. Creswell, T. White, V. Dumoulin, K. Arulkumaran, B. Sengupta, and A. A. Bharath · 2018
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Tomi Kinnunen, Jaime Lorenzo-Trueba, Junichi Yamagishi, Tomoki Toda, Daisuke Saito, Fernando Villavicencio, and Zhenhua Ling · 2018
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Fooling end-to-end speaker verification with adversarial examples
Felix Kreuk, Yossi Adi, Moustapha Cisse, and Joseph Keshet · 2018
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Natural TTS synthesis by conditioning wavenet on mel spectrogram predictions
Jonathan Shen, Ruoming Pang, Ron J Weiss, Mike Schuster, Navdeep Jaitly, Zongheng Yang, Zhifeng Chen, Yu Zhang, Yuxuan Wang, Rj Skerrv-Ryan, et al · 2018
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Integrated presentation attack detection and automatic speaker verification: Common features and gaussian back-end fusion
Massimiliano Todisco, Héctor Delgado, Kong Aik Lee, Md Sahidullah, Nicholas Evans, Tomi Kinnunen, and Junichi Yamagishi · 2018
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Practical hidden voice attacks against speech and speaker recognition systems
Hadi Abdullah, Washington Garcia, Christian Peeters, Patrick Traynor, Kevin RB Butler, and Joseph Wilson · 2019
Cited alongside, same era.
Who is real Bob? Adversarial attacks on speaker recognition systems
Guangke Chen, Sen Chen, Lingling Fan, Xiaoning Du, Zhe Zhao, Fu Song, and Yang Liu · 2019
Cited alongside, same era.
Psychoacoustic models for perceptual audio coding—a tutorial review
Jürgen Herre and Sascha Dick · 2019
Cited alongside, same era.
Adversarial attacks on spoofing countermeasures of automatic speaker verification
Songxiang Liu, Haibin Wu, Hung-yi Lee, and Helen Meng · 2019
Cited alongside, same era.
ASVspoof 2019: Future horizons in spoofed and fake audio detection
Massimiliano Todisco, Xin Wang, Ville Vestman, Md Sahidullah, Héctor Delgado, Andreas Nautsch, Junichi Yamagishi, Nicholas Evans, Tomi Kinnunen, and Kong Aik Lee · 2019
Cited alongside, same era.
Real-time, universal, and robust adversarial attacks against speaker recognition systems
Yi Xie, Cong Shi, Zhuohang Li, Jian Liu, Yingying Chen, and Bo Yuan · 2020
Later among the works it cites.
Black-box attacks on spoofing countermeasures using transferability of adversarial examples
Yuekai Zhang, Ziyan Jiang, Jesús Villalba, and Najim Dehak · 2020
Later among the works it cites.
https://hackernoon.com/8-use-cases-for-voice-cloning-with-artificial-intelligence-h51b3unu , Accessed July 2021
8 Use Cases for Voice Cloning with Artificial Intelligence · 2021
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https://www.mturk.com/ , Accessed July 2021
Amazon Mechanical Turk Platform · 2021
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https://medium.com/@cintainfinita/android-how-to-bypass-root-check-and-certificate-pinning-36f74842d3be , Accessed July 2021
Android: How to bypass root check and certificate pinning · 2021
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Adversarial regularization for end-to-end robust speaker verification
Qing Wang, Pengcheng Guo, Sining Sun, Lei Xie, and John HL Hansen · 2019
Cited alongside, same era.
Inaudible adversarial perturbations for targeted attack in speaker recognition
Qing Wang, Pengcheng Guo, and Lei Xie · 2019
Cited alongside, same era.
LibriTTS: A corpus derived from LibriSpeech for text-to-speech
Heiga Zen, Rob Clark, Ron J. Weiss, Viet Dang, Ye Jia, Yonghui Wu, Yu Zhang, and Zhifeng Chen · 2019
Cited alongside, same era.
The faults in our ASRs: An overview of attacks against automatic speech recognition and speaker identification systems
Hadi Abdullah, Kevin Warren, Vincent Bindschaedler, Nicolas Papernot, and Patrick Traynor · 2020
Cited alongside, same era.
Void: A fast and light voice liveness detection system
Muhammad Ejaz Ahmed, Il-Youp Kwak, Jun Ho Huh, Iljoo Kim, Taekkyung Oh, and Hyoungshick Kim · 2020
Cited alongside, same era.
The attacker’s perspective on automatic speaker verification: An overview
Rohan Kumar Das, Xiaohai Tian, Tomi Kinnunen, and Haizhou Li · 2020
Cited alongside, same era.
SirenAttack: Generating adversarial audio for end-to-end acoustic systems
Tianyu Du, Shouling Ji, Jinfeng Li, Qinchen Gu, Ting Wang, and Raheem Beyah · 2020
Cited alongside, same era.
https://www.online.citibank.co.in/products-services/banking/Voice-Biometrics/index.html , Accessed July 2021
Citibank Voice Biometric · 2021
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https://www.iis.fraunhofer.de/en/ff/amm/communication/evs.html , Accessed July 2021
Enhanced Voice Services (EVS) · 2021
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https://www1.firstdirect.com/banking/ways-to-bank/telephone-banking/#voice-id-security , Accessed July 2021
first direct Phone Banking · 2021
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https://www.us.hsbc.com/customer-service/voice/#:~:text=You%20can%20now%20use%20your,My%20voice%20is%20my%20password.%E2%80%9D , Accessed July 2021
HSBC Voice ID · 2021
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https://news.nuance.com/2014-09-16-ING-Introduces-a-Voice-Controlled-Mobile-Banking-App-Powered-by-Nuance , Accessed July 2021
ING introduces a voice-controlled mobile banking app powered by Nuance · 2021
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https://www.nuance.com/omni-channel-customer-engagement/voice-and-ivr/text-to-speech.html , Accessed July 2021
Nuance Text-To-Speech · 2021
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https://www.nuance.com/content/dam/nuance/en_us/collateral/enterprise/brochure/br-vocalpassword-en-us.pdf , Accessed July 2021
Nuance VocalPassword : voice biometrics authentication · 2021
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https://news.nuance.com/2020-05-27-Nuance-Voice-Biometrics-Quickly-Identifies-Customers-and-Strengthens-Security-for-National-Australia-Bank , Accessed July 2021
Nuance voice biometrics quickly identifies customers and strengthens security for National Australia Bank · 2021
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https://www.manualslib.com/manual/513767/Qsc-Abx-Comparator.html?page=5#manual , Accessed July 2021
QSC ABX Comparator user manual · 2021
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https://datafloq.com/read/social-engineering-attacks-numbers-cost/6068#:~:text=CyberEdge%20reports%20that%20the%20number,76%20percent%20a%20year%20later. , Accessed July 2021
Social engineering attacks by the numbers: Prevalence, costs, and impact · 2021
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https://www.tdbank.com/bank/tdvoiceprint.html , Accessed July 2021
TD VoicePrint · 2021
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https://www.anz.com.au/ways-to-bank/mobile-banking-apps/voice-id/ , Accessed July 2021
Voice ID in the ANZ App · 2021
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Hear ”no evil”, see ”Kenansville”: Efficient and transferable black-box attacks on speech recognition and voice identification systems
H. Abdullah, M. Rahman, W. Garcia, K. Warren, A. Swarnim Yadav, T. Shrimpton, and P. Traynor · 2021
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Secure automatic speaker verification (SASV) system through sm-ALTP features and asymmetric bagging
Muteb Aljasem, Aun Irtaza, Hafiz Malik, Noushin Saba, Ali Javed, Khalid Mahmood Malik, and Mohammad Meharmohammadi · 2021
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EchoVib: Exploring voice authentication via unique non-linear vibrations of short replayed speech
S. Abhishek Anand, Jian Liu, Chen Wang, Maliheh Shirvanian, Nitesh Saxena, and Yingying Chen · 2021
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Opus interactive audio codec
Internet Engineering Task Force (IETF) · 2021
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Adversarial attack and defense strategies for deep speaker recognition systems
Arindam Jati, Chin-Cheng Hsu, Monisankha Pal, Raghuveer Peri, Wael AbdAlmageed, and Shrikanth Narayanan · 2021
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Adversarial attacks and defenses for speaker identification systems
Sonal Joshi, Jesús Villalba, Piotr Żelasko, Laureano Moro-Velázquez, and Najim Dehak · 2021
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