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Speech and speaker recognition systems are employed in a variety of applications, from personal assistants to telephony surveillance and biometric authentication. The wide deployment of these systems has been made possible by the improved…

密码学与安全 · 计算机科学 2020-07-22 Hadi Abdullah , Kevin Warren , Vincent Bindschaedler , Nicolas Papernot , Patrick Traynor

The advancements in generative AI have enabled the improvement of audio synthesis models, including text-to-speech and voice conversion. This raises concerns about its potential misuse in social manipulation and political interference, as…

密码学与安全 · 计算机科学 2024-09-12 Hong-Hanh Nguyen-Le , Van-Tuan Tran , Dinh-Thuc Nguyen , Nhien-An Le-Khac

The growing sophistication of speech generated by Artificial Intelligence (AI) has introduced new challenges in audio deepfake detection. Text-to-speech (TTS) and voice conversion (VC) technologies can create highly convincing synthetic…

声音 · 计算机科学 2026-03-17 Vamshi Nallaguntla , Aishwarya Fursule , Shruti Kshirsagar , Anderson R. Avila

The rapid advancement of voice generation technologies has enabled the synthesis of speech that is perceptually indistinguishable from genuine human voices. While these innovations facilitate beneficial applications such as personalized…

密码学与安全 · 计算机科学 2025-07-30 Aditya Pujari , Ajita Rattani

Advancements in artificial intelligence and machine learning have significantly improved synthetic speech generation. This paper explores diffusion models, a novel method for creating realistic synthetic speech. We create a diffusion…

密码学与安全 · 计算机科学 2025-01-15 Anton Firc , Kamil Malinka , Petr Hanáček

Due to society's continuing technological advance, the capabilities of machine learning-based artificial intelligence systems continue to expand and influence a wider degree of topics. Alongside this expansion of technology, there is a…

密码学与安全 · 计算机科学 2025-02-04 Matthew Kemp , Harsha Kalutarage , M. Omar Al-Kadri

As an indispensable part of modern human-computer interaction system, speech synthesis technology helps users get the output of intelligent machine more easily and intuitively, thus has attracted more and more attention. Due to the…

声音 · 计算机科学 2021-04-21 Zhaoxi Mu , Xinyu Yang , Yizhuo Dong

Automatic speech recognition systems have created exciting possibilities for applications, however they also enable opportunities for systematic eavesdropping. We propose a method to camouflage a person's voice over-the-air from these…

声音 · 计算机科学 2022-02-18 Mia Chiquier , Chengzhi Mao , Carl Vondrick

Synthesizing voice with the help of machine learning techniques has made rapid progress over the last years [1] and first high profile fraud cases have been recently reported [2]. Given the current increase in using conferencing tools for…

音频与语音处理 · 电气工程与系统科学 2021-08-04 Vanessa Barnekow , Dominik Binder , Niclas Kromrey , Pascal Munaretto , Andreas Schaad , Felix Schmieder

Now-a-days, speech-based biometric systems such as automatic speaker verification (ASV) are highly prone to spoofing attacks by an imposture. With recent development in various voice conversion (VC) and speech synthesis (SS) algorithms,…

声音 · 计算机科学 2016-11-18 Dipjyoti Paul , Monisankha Pal , Goutam Saha

Recent years have seen a surge in the popularity of acoustics-enabled personal devices powered by machine learning. Yet, machine learning has proven to be vulnerable to adversarial examples. A large number of modern systems protect…

The development of deep learning technology has greatly promoted the performance improvement of automatic speech recognition (ASR) technology, which has demonstrated an ability comparable to human hearing in many tasks. Voice interfaces are…

声音 · 计算机科学 2022-06-09 Jinghui Xu , Jifeng Zhu , Yong Yang

With the recent advances in voice synthesis, AI-synthesized fake voices are indistinguishable to human ears and widely are applied to produce realistic and natural DeepFakes, exhibiting real threats to our society. However, effective and…

音频与语音处理 · 电气工程与系统科学 2020-08-18 Run Wang , Felix Juefei-Xu , Yihao Huang , Qing Guo , Xiaofei Xie , Lei Ma , Yang Liu

Deep speech classification has achieved tremendous success and greatly promoted the emergence of many real-world applications. However, backdoor attacks present a new security threat to it, particularly with untrustworthy third-party…

声音 · 计算机科学 2023-08-15 Zhe Ye , Terui Mao , Li Dong , Diqun Yan

Generative audio technologies now enable highly realistic voice cloning and real-time voice conversion, increasing the risk of impersonation, fraud, and misinformation in communication channels such as phone and video calls. This study…

声音 · 计算机科学 2026-01-09 Prajwal Chinchmalatpure , Suyash Chinchmalatpure , Siddharth Chavan

Large Language Models and commercial speech synthesis systems now enable highly realistic AI-generated voice scams (vishing), raising urgent concerns about deception at scale. Yet it remains unclear whether individuals can reliably…

密码学与安全 · 计算机科学 2026-03-27 Zoha Hayat Bhatti , Bakhtawar Ahtisham , Seemal Tausif , Niklas George , Nida ul Habib Bajwa , Mobin Javed

Voice deepfake attacks, which artificially impersonate human speech for malicious purposes, have emerged as a severe threat. Existing defenses typically inject noise into human speech to compromise voice encoders in speech synthesis models.…

声音 · 计算机科学 2025-08-26 Yuanda Wang , Bocheng Chen , Hanqing Guo , Guangjing Wang , Weikang Ding , Qiben Yan

Speech synthesis might hold the key to low-resource speech recognition. Data augmentation techniques have become an essential part of modern speech recognition training. Yet, they are simple, naive, and rarely reflect real-world conditions.…

计算与语言 · 计算机科学 2020-12-25 Deblin Bagchi , Shannon Wotherspoon , Zhuolin Jiang , Prasanna Muthukumar

The rise of deepfake audio and hate speech, powered by advanced text-to-speech, threatens online safety. We present SynHate, the first multilingual dataset for detecting hate speech in synthetic audio, spanning 37 languages. SynHate uses a…

声音 · 计算机科学 2025-06-10 Rishabh Ranjan , Kishan Pipariya , Mayank Vatsa , Richa Singh

Brain-to-speech technology represents a fusion of interdisciplinary applications encompassing fields of artificial intelligence, brain-computer interfaces, and speech synthesis. Neural representation learning based intention decoding and…

人工智能 · 计算机科学 2024-02-28 Seo-Hyun Lee , Young-Eun Lee , Soowon Kim , Byung-Kwan Ko , Jun-Young Kim , Seong-Whan Lee