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Target speaker extraction (TSE) is a technique for isolating a target speaker's voice from mixed speech using auxiliary features associated with the target speaker. It is another attempt at addressing the cocktail party problem and is…

声音 · 计算机科学 2024-11-26 Chang Sun , Bo Qin

Modelling prosody variation is critical for synthesizing natural and expressive speech in end-to-end text-to-speech (TTS) systems. In this paper, a cross-utterance conditional VAE (CUC-VAE) is proposed to estimate a posterior probability…

声音 · 计算机科学 2022-05-10 Yang Li , Cheng Yu , Guangzhi Sun , Hua Jiang , Fanglei Sun , Weiqin Zu , Ying Wen , Yang Yang , Jun Wang

Accent is an integral part of society, reflecting multiculturalism and shaping how individuals express identity. The majority of English speakers are non-native (L2) speakers, yet current Text-To-Speech (TTS) systems primarily model…

计算与语言 · 计算机科学 2026-03-10 Thanathai Lertpetchpun , Thanapat Trachu , Jihwan Lee , Tiantian Feng , Dani Byrd , Shrikanth Narayanan

Text-guided audio editing aims to modify specific acoustic events while strictly preserving non-target content. Despite recent progress, existing approaches remain fundamentally limited. Training-free methods often suffer from signal…

声音 · 计算机科学 2026-01-21 Ye Tao , Wen Wu , Chao Zhang , Mengyue Wu , Shuai Wang , Xuenan Xu

This paper presents CrossVoice, a novel cascade-based Speech-to-Speech Translation (S2ST) system employing advanced ASR, MT, and TTS technologies with cross-lingual prosody preservation through transfer learning. We conducted comprehensive…

计算与语言 · 计算机科学 2024-06-19 Medha Hira , Arnav Goel , Anubha Gupta

In target speaker extraction (TSE), we aim to recover target speech from a multi-talker mixture using a short enrollment utterance as reference. Recent studies on diffusion and flow-matching generators have improved target-speech fidelity.…

声音 · 计算机科学 2026-03-12 Duojia Li , Shuhan Zhang , Zihan Qian , Wenxuan Wu , Shuai Wang , Qingyang Hong , Lin Li , Haizhou Li

Expressive text-to-speech (TTS) has become a hot research topic recently, mainly focusing on modeling prosody in speech. Prosody modeling has several challenges: 1) the extracted pitch used in previous prosody modeling works have inevitable…

音频与语音处理 · 电气工程与系统科学 2022-02-17 Yi Ren , Ming Lei , Zhiying Huang , Shiliang Zhang , Qian Chen , Zhijie Yan , Zhou Zhao

Target speaker extraction (TSE) aims to isolate individual speaker voices from complex speech environments. The effectiveness of TSE systems is often compromised when the speaker characteristics are similar to each other. Recent research…

声音 · 计算机科学 2024-10-08 Yun Liu , Xuechen Liu , Junichi Yamagishi

Although text-to-speech (TTS) systems have significantly improved, most TTS systems still have limitations in synthesizing speech with appropriate phrasing. For natural speech synthesis, it is important to synthesize the speech with a…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Ji-Sang Hwang , Sang-Hoon Lee , Seong-Whan Lee

Current strategies for achieving fine-grained prosody control in speech synthesis entail extracting additional style embeddings or adopting more complex architectures. To enable zero-shot application of pretrained text-to-speech (TTS)…

音频与语音处理 · 电气工程与系统科学 2025-01-08 Perry Lam , Huayun Zhang , Nancy F. Chen , Berrak Sisman , Dorien Herremans

Audio-visual target speaker extraction (AV-TSE) models primarily rely on visual cues from the target speaker. However, humans also leverage linguistic knowledge, such as syntactic constraints, next word prediction, and prior knowledge of…

声音 · 计算机科学 2025-11-11 Wenxuan Wu , Shuai Wang , Xixin Wu , Helen Meng , Haizhou Li

Audio editing involves the arbitrary manipulation of audio content through precise control. Although text-guided diffusion models have made significant advancements in text-to-audio generation, they still face challenges in finding a…

声音 · 计算机科学 2024-06-10 Manjie Xu , Chenxing Li , Duzhen zhang , Dan Su , Wei Liang , Dong Yu

Target Speaker Extraction (TSE) plays a critical role in enhancing speech signals in noisy and multi-speaker environments. This paper presents an end-to-end TSE model that incorporates Direction of Arrival (DOA) and beamwidth embeddings to…

音频与语音处理 · 电气工程与系统科学 2025-07-29 Kangqi Jing , Wenbin Zhang , Yu Gao

Target speaker extraction (TSE) aims to recover the speech of a desired speaker from a mixture given a short enrollment utterance, while speech enhancement (SE) focuses on improving speech quality under noisy conditions. Most existing TSE…

音频与语音处理 · 电气工程与系统科学 2026-05-21 Bang Zeng , Beilong Tang , Wang Xiang , Ming Li

Accent Conversion (AC) seeks to change the accent of speech from one (source) to another (target) while preserving the speech content and speaker identity. However, many AC approaches rely on source-target parallel speech data. We propose a…

音频与语音处理 · 电气工程与系统科学 2023-05-24 Yi Zhou , Zhizheng Wu , Mingyang Zhang , Xiaohai Tian , Haizhou Li

Target speaker extraction (TSE) aims to extract the speech of a target speaker from mixtures containing multiple competing speakers. Conventional TSE systems predominantly rely on speaker cues, such as pre-enrolled speech, to identify and…

音频与语音处理 · 电气工程与系统科学 2026-02-10 Haoyu Li , Yu Xi , Yidi Jiang , Shuai Wang , Kate Knill , Mark Gales , Haizhou Li , Kai Yu

Neural codec language models achieve impressive zero-shot Text-to-Speech (TTS) by fully imitating the acoustic characteristics of a short speech prompt, including timbre, prosody, and paralinguistic information. However, such holistic…

声音 · 计算机科学 2026-01-21 Hanchen Pei , Shujie Liu , Yanqing Liu , Jianwei Yu , Yuanhang Qian , Gongping Huang , Sheng Zhao , Yan Lu

Given a piece of speech and its transcript text, text-based speech editing aims to generate speech that can be seamlessly inserted into the given speech by editing the transcript. Existing methods adopt a two-stage approach: synthesize the…

声音 · 计算机科学 2021-09-14 Chuanxin Tang , Chong Luo , Zhiyuan Zhao , Dacheng Yin , Yucheng Zhao , Wenjun Zeng

Controllable speech generation methods typically rely on single or fixed prompts, hindering creativity and flexibility. These limitations make it difficult to meet specific user needs in certain scenarios, such as adjusting the style while…

音频与语音处理 · 电气工程与系统科学 2025-05-01 Hanzhao Li , Yuke Li , Xinsheng Wang , Jingbin Hu , Qicong Xie , Shan Yang , Lei Xie

Expressive text-to-speech (TTS) aims to synthesize different speaking style speech according to human's demands. Nowadays, there are two common ways to control speaking styles: (1) Pre-defining a group of speaking style and using…

声音 · 计算机科学 2023-06-27 Dongchao Yang , Songxiang Liu , Rongjie Huang , Chao Weng , Helen Meng