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相关论文: Mitigating Unauthorized Speech Synthesis for Voice…

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Recently, there has been a growing interest in text-to-speech (TTS) methods that can be trained with minimal supervision by combining two types of discrete speech representations and using two sequence-to-sequence tasks to decouple TTS.…

声音 · 计算机科学 2023-12-19 Chunyu Qiang , Hao Li , Hao Ni , He Qu , Ruibo Fu , Tao Wang , Longbiao Wang , Jianwu Dang

Recently, sequence-to-sequence (seq-to-seq) models have been successfully applied in text-to-speech (TTS) to synthesize speech for single-language text. To synthesize speech for multiple languages usually requires multi-lingual speech from…

声音 · 计算机科学 2022-11-18 Haitong Zhang , Yue Lin

Short-utterance speaker verification presents significant challenges due to the limited information in brief speech segments, which can undermine accuracy and reliability. Recently, zero-shot text-to-speech (ZS-TTS) systems have made…

声音 · 计算机科学 2025-06-18 Yiyang Zhao , Shuai Wang , Guangzhi Sun , Zehua Chen , Chao Zhang , Mingxing Xu , Thomas Fang Zheng

Diffusion models have demonstrated significant potential in speech synthesis tasks, including text-to-speech (TTS) and voice cloning. However, their iterative denoising processes are computationally intensive, and previous distillation…

音频与语音处理 · 电气工程与系统科学 2025-02-21 Yingahao Aaron Li , Rithesh Kumar , Zeyu Jin

Phishing often targets victims through visually perturbed texts to bypass security systems. The noise contained in these texts functions as an adversarial attack, designed to deceive language models and hinder their ability to accurately…

密码学与安全 · 计算机科学 2025-02-11 Hanyong Lee , Chaelyn Lee , Yongjae Lee , Jaesung Lee

As speech generation technology advances, the risk of misuse through deepfake audio has become a pressing concern, which underscores the critical need for robust detection systems. However, many existing speech deepfake datasets are limited…

声音 · 计算机科学 2025-07-30 Wen Huang , Yanmei Gu , Zhiming Wang , Huijia Zhu , Yanmin Qian

Recently, automatic speaker verification (ASV) based on deep learning is easily contaminated by adversarial attacks, which is a new type of attack that injects imperceptible perturbations to audio signals so as to make ASV produce wrong…

音频与语音处理 · 电气工程与系统科学 2024-07-10 Yibo Bai , Xiao-Lei Zhang , Xuelong Li

We describe a neural network-based system for text-to-speech (TTS) synthesis that is able to generate speech audio in the voice of many different speakers, including those unseen during training. Our system consists of three independently…

Accurate trajectory prediction is crucial for safe and efficient autonomous driving, but handling partial observations presents significant challenges. To address this, we propose a novel trajectory prediction framework called Partial…

机器人学 · 计算机科学 2024-04-08 Sheng Wang , Yingbing Chen , Jie Cheng , Xiaodong Mei , Ren Xin , Yongkang Song , Ming Liu

Zero-shot Voice Cloning (VC) and Text-to-Speech (TTS) methods have advanced rapidly, enabling the generation of highly realistic synthetic speech and raising serious concerns about their misuse. While numerous detectors have been developed…

机器学习 · 计算机科学 2025-09-12 Maria Risques , Kratika Bhagtani , Amit Kumar Singh Yadav , Edward J. Delp

ASVspoof5, the fifth edition of the ASVspoof series, is one of the largest global audio security challenges. It aims to advance the development of countermeasure (CM) to discriminate bonafide and spoofed speech utterances. In this paper, we…

声音 · 计算机科学 2024-08-14 Yuankun Xie , Xiaopeng Wang , Zhiyong Wang , Ruibo Fu , Zhengqi Wen , Haonan Cheng , Long Ye

Training personalized speech enhancement models is innately a no-shot learning problem due to privacy constraints and limited access to noise-free speech from the target user. If there is an abundance of unlabeled noisy speech from the…

音频与语音处理 · 电气工程与系统科学 2021-04-06 Aswin Sivaraman , Sunwoo Kim , Minje Kim

Prosody Transfer (PT) is a technique that aims to use the prosody from a source audio as a reference while synthesising speech. Fine-grained PT aims at capturing prosodic aspects like rhythm, emphasis, melody, duration, and loudness, from a…

音频与语音处理 · 电气工程与系统科学 2021-03-11 Sri Karlapati , Alexis Moinet , Arnaud Joly , Viacheslav Klimkov , Daniel Sáez-Trigueros , Thomas Drugman

Creating realistic and natural-sounding synthetic speech remains a big challenge for voice identities unseen during training. As there is growing interest in synthesizing voices of new speakers, here we investigate the ability of…

Text to speech (TTS), or speech synthesis, which aims to synthesize intelligible and natural speech given text, is a hot research topic in speech, language, and machine learning communities and has broad applications in the industry. As the…

音频与语音处理 · 电气工程与系统科学 2021-07-26 Xu Tan , Tao Qin , Frank Soong , Tie-Yan Liu

We propose PromptTTS++, a prompt-based text-to-speech (TTS) synthesis system that allows control over speaker identity using natural language descriptions. To control speaker identity within the prompt-based TTS framework, we introduce the…

音频与语音处理 · 电气工程与系统科学 2023-12-29 Reo Shimizu , Ryuichi Yamamoto , Masaya Kawamura , Yuma Shirahata , Hironori Doi , Tatsuya Komatsu , Kentaro Tachibana

While generative Text-to-Speech (TTS) systems leverage vast ``in-the-wild" data to achieve remarkable success, speech-to-speech processing tasks like enhancement face data limitations, which lead data-hungry generative approaches to distort…

音频与语音处理 · 电气工程与系统科学 2025-09-19 Justin Lovelace , Rithesh Kumar , Jiaqi Su , Ke Chen , Kilian Q Weinberger , Zeyu Jin

Zero-shot text-to-speech (TTS) aims to synthesize voices with unseen speech prompts, which significantly reduces the data and computation requirements for voice cloning by skipping the fine-tuning process. However, the prompting mechanisms…

音频与语音处理 · 电气工程与系统科学 2024-04-11 Ziyue Jiang , Jinglin Liu , Yi Ren , Jinzheng He , Zhenhui Ye , Shengpeng Ji , Qian Yang , Chen Zhang , Pengfei Wei , Chunfeng Wang , Xiang Yin , Zejun Ma , Zhou Zhao

This study aims at designing an environment-aware text-to-speech (TTS) system that can generate speech to suit specific acoustic environments. It is also motivated by the desire to leverage massive data of speech audio from heterogeneous…

音频与语音处理 · 电气工程与系统科学 2022-08-09 Daxin Tan , Guangyan Zhang , Tan Lee

Expressive text-to-speech (TTS) can synthesize a new speaking style by imiating prosody and timbre from a reference audio, which faces the following challenges: (1) The highly dynamic prosody information in the reference audio is difficult…

声音 · 计算机科学 2022-11-07 Dongchao Yang , Songxiang Liu , Jianwei Yu , Helin Wang , Chao Weng , Yuexian Zou
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