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The rise of singing voice synthesis presents critical challenges to artists and industry stakeholders over unauthorized voice usage. Unlike synthesized speech, synthesized singing voices are typically released in songs containing strong…

声音 · 计算机科学 2026-02-05 Yongyi Zang , You Zhang , Mojtaba Heydari , Zhiyao Duan

A large and growing amount of speech content in real-life scenarios is being recorded on consumer-grade devices in uncontrolled environments, resulting in degraded speech quality. Transforming such low-quality device-degraded speech into…

音频与语音处理 · 电气工程与系统科学 2022-03-23 Haoyu Li , Junichi Yamagishi

With the ever-rising quality of deep generative models, it is increasingly important to be able to discern whether the audio data at hand have been recorded or synthesized. Although the detection of fake speech signals has been studied…

声音 · 计算机科学 2024-06-14 Hafsa Ouajdi , Oussama Hadder , Modan Tailleur , Mathieu Lagrange , Laurie M. Heller

Singing voice synthesis and singing voice conversion have significantly advanced, revolutionizing musical experiences. However, the rise of "Deepfake Songs" generated by these technologies raises concerns about authenticity. Unlike Audio…

声音 · 计算机科学 2023-09-07 Yuankun Xie , Jingjing Zhou , Xiaolin Lu , Zhenghao Jiang , Yuxin Yang , Haonan Cheng , Long Ye

Deepfake audio poses a rising threat in communication platforms, necessitating real-time detection for audio stream integrity. Unlike traditional non-real-time approaches, this study assesses the viability of employing static deepfake audio…

Many datasets have been designed to further the development of fake audio detection. However, fake utterances in previous datasets are mostly generated by altering timbre, prosody, linguistic content or channel noise of original audio.…

The rapid advancement of speech generation technology has led to the widespread proliferation of deepfake speech across social media platforms. While deepfake audio countermeasures (CMs) achieve promising results on public datasets, their…

声音 · 计算机科学 2025-08-15 Yuankun Xie , Ruibo Fu , Xiaopeng Wang , Zhiyong Wang , Ya Li , Zhengqi Wen , Haonnan Cheng , Long Ye

With the advancements in singing voice generation and the growing presence of AI singers on media platforms, the inaugural Singing Voice Deepfake Detection (SVDD) Challenge aims to advance research in identifying AI-generated singing voices…

音频与语音处理 · 电气工程与系统科学 2026-01-27 You Zhang , Yongyi Zang , Jiatong Shi , Ryuichi Yamamoto , Tomoki Toda , Zhiyao Duan

Rapid advances in singing voice synthesis have increased unauthorized imitation risks, creating an urgent need for better Singing Voice Deepfake (SingFake) Detection, also known as SVDD. Unlike speech, singing contains complex pitch, wide…

声音 · 计算机科学 2026-04-07 Xuanjun Chen , Chia-Yu Hu , Sung-Feng Huang , Haibin Wu , Hung-yi Lee , Jyh-Shing Roger Jang

Speech deepfake detection has achieved remarkable success in clean environments but faces significant challenges in complex, real-world scenarios where speech is often mixed with background music or noise. Current state-of-the-art methods…

声音 · 计算机科学 2026-05-25 Qingcao Li , Yipeng Lin , Weichen Lian , Zhongjie Ba , Peng Cheng , Zhichao Lian

The rapid advances in text-to-speech (TTS) technologies have made audio deepfakes increasingly realistic and accessible, raising significant security and trust concerns. While existing research has largely focused on detecting…

声音 · 计算机科学 2026-02-03 Alabi Ahmed , Vandana Janeja , Sanjay Purushotham

We present the first large-scale open-set benchmark for multilingual audio-video deepfake detection. Our dataset comprises over 250 hours of real and fake videos across eight languages, with 60% of data being generated. For each language,…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Florinel-Alin Croitoru , Vlad Hondru , Marius Popescu , Radu Tudor Ionescu , Fahad Shahbaz Khan , Mubarak Shah

Thanks to advancements in deep learning, speech generation systems now power a variety of real-world applications, such as text-to-speech for individuals with speech disorders, voice chatbots in call centers, cross-linguistic speech…

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

Deepfake speech represents a real and growing threat to systems and society. Many detectors have been created to aid in defense against speech deepfakes. While these detectors implement myriad methodologies, many rely on low-level fragments…

The research in Environmental Sound Classification (ESC) has been progressively growing with the emergence of deep learning algorithms. However, data scarcity poses a major hurdle for any huge advance in this domain. Data augmentation…

音频与语音处理 · 电气工程与系统科学 2021-04-16 Aswathy Madhu , Suresh K

Humans use context to assess the veracity of information. However, current audio deepfake detectors only analyze the audio file without considering either context or transcripts. We create and analyze a Journalist-provided Deepfake Dataset…

Recent progress in generative AI technology has made audio deepfakes remarkably more realistic. While current research on anti-spoofing systems primarily focuses on assessing whether a given audio sample is fake or genuine, there has been…

音频与语音处理 · 电气工程与系统科学 2024-09-26 Nicholas Klein , Tianxiang Chen , Hemlata Tak , Ricardo Casal , Elie Khoury

Thanks to recent advances in deep learning, sophisticated generation tools exist, nowadays, that produce extremely realistic synthetic speech. However, malicious uses of such tools are possible and likely, posing a serious threat to our…

声音 · 计算机科学 2022-09-29 Alessandro Pianese , Davide Cozzolino , Giovanni Poggi , Luisa Verdoliva

Diffusion-based speech generators are ubiquitous. These methods can generate very high quality synthetic speech and several recent incidents report their malicious use. To counter such misuse, synthetic speech detectors have been developed.…

音频与语音处理 · 电气工程与系统科学 2024-10-03 Kratika Bhagtani , Amit Kumar Singh Yadav , Paolo Bestagini , Edward J. Delp