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相关论文: 3S-TSE: Efficient Three-Stage Target Speaker Extra…

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Text-based speech editing (TSE) modifies speech using only text, eliminating re-recording. However, existing TSE methods, mainly focus on the content accuracy and acoustic consistency of synthetic speech segments, and often overlook the…

音频与语音处理 · 电气工程与系统科学 2025-05-28 Rui Liu , Pu Gao , Jiatian Xi , Berrak Sisman , Carlos Busso , Haizhou Li

Speech enhancement aims to improve the perceptual quality of the speech signal by suppression of the background noise. However, excessive suppression may lead to speech distortion and speaker information loss, which degrades the performance…

声音 · 计算机科学 2021-10-05 Yi Ma , Kong Aik Lee , Ville Hautamaki , Haizhou Li

The prevailing noise-resistant and reverberation-resistant localization algorithms primarily emphasize separating and providing directional output for each speaker in multi-speaker scenarios, without association with the identity of…

声音 · 计算机科学 2023-10-18 Yu Chen , Xinyuan Qian , Zexu Pan , Kainan Chen , Haizhou Li

Isolating the desired speaker's voice amidst multiplespeakers in a noisy acoustic context is a challenging task. Per-sonalized speech enhancement (PSE) endeavours to achievethis by leveraging prior knowledge of the speaker's voice.Recent…

声音 · 计算机科学 2024-04-15 Thomas Serre , Mathieu Fontaine , Éric Benhaim , Geoffroy Dutour , Slim Essid

Precise detection of speech endpoints is an important factor which affects the performance of the systems where speech utterances need to be extracted from the speech signal such as Automatic Speech Recognition (ASR) system. Existing…

音频与语音处理 · 电气工程与系统科学 2018-09-26 Tanmoy Roy , Tshilidzi Marwala , Snehashish Chakraverty

While recent text-to-speech (TTS) systems have made remarkable strides toward human-level quality, the performance of cross-lingual TTS lags behind that of intra-lingual TTS. This gap is mainly rooted from the speaker-language entanglement…

声音 · 计算机科学 2023-06-13 Ji-Hoon Kim , Hong-Sun Yang , Yoon-Cheol Ju , Il-Hwan Kim , Byeong-Yeol Kim

Speaker extraction aims to extract the target speaker's voice from a multi-talker speech mixture given an auxiliary reference utterance. Recent studies show that speaker extraction benefits from the location or direction of the target…

音频与语音处理 · 电气工程与系统科学 2022-02-22 Meng Ge , Chenglin Xu , Longbiao Wang , Eng Siong Chng , Jianwu Dang , Haizhou Li

Streaming recognition and segmentation of multi-party conversations with overlapping speech is crucial for the next generation of voice assistant applications. In this work we address its challenges discovered in the previous work on…

音频与语音处理 · 电气工程与系统科学 2022-05-12 Ilya Sklyar , Anna Piunova , Christian Osendorfer

Informed speaker extraction aims to extract a target speech signal from a mixture of sources given prior knowledge about the desired speaker. Recent deep learning-based methods leverage a speaker discriminative model that maps a reference…

音频与语音处理 · 电气工程与系统科学 2022-02-17 Mohamed Elminshawi , Wolfgang Mack , Emanuël A. P. Habets

Target Language Extraction aims to extract speech in a specific language from a mixture waveform that contains multiple speakers speaking different languages. The human auditory system is adept at performing this task with the knowledge of…

音频与语音处理 · 电气工程与系统科学 2025-11-04 Mehmet Sinan Yıldırım , Ruijie Tao , Wupeng Wang , Junyi Ao , Haizhou Li

Target speaker extraction aims to extract the speech of a specific speaker from a multi-talker mixture as specified by an auxiliary reference. Most studies focus on the scenario where the target speech is highly overlapped with the…

声音 · 计算机科学 2023-09-18 Junjie Li , Ruijie Tao , Zexu Pan , Meng Ge , Shuai Wang , Haizhou Li

Spatial target speaker extraction isolates a desired speaker's voice in multi-speaker environments using spatial information, such as the direction of arrival (DoA). Although recent deep neural network (DNN)-based discriminative methods…

音频与语音处理 · 电气工程与系统科学 2025-09-23 Shrishti Saha Shetu , Emanuël A. P. Habets , Andreas Brendel

This paper describes an audio-visual speech enhancement (AV-SE) method that estimates from noisy input audio a mixture of the speech of the speaker appearing in an input video (on-screen target speech) and of a selected speaker not…

音频与语音处理 · 电气工程与系统科学 2023-06-13 Tomoya Yoshinaga , Keitaro Tanaka , Shigeo Morishima

Target speech extraction, which extracts a single target source in a mixture given clues about the target speaker, has attracted increasing attention. We have recently proposed SpeakerBeam, which exploits an adaptation utterance of the…

音频与语音处理 · 电气工程与系统科学 2020-01-24 Marc Delcroix , Tsubasa Ochiai , Katerina Zmolikova , Keisuke Kinoshita , Naohiro Tawara , Tomohiro Nakatani , Shoko Araki

Extracting the desired speech from a mixture is a meaningful and challenging task. The end-to-end DNN-based methods, though attractive, face the problem of generalization. In this paper, we explore a sequential approach for target speech…

音频与语音处理 · 电气工程与系统科学 2020-11-02 Zhaoyi Gu , Lele Liao , Kai Chen , Jing Lu

Speaker identification typically involves three stages. First, a front-end speaker embedding model is trained to embed utterance and speaker profiles. Second, a scoring function is applied between a runtime utterance and each speaker…

音频与语音处理 · 电气工程与系统科学 2022-02-22 Zhenning Tan , Yuguang Yang , Eunjung Han , Andreas Stolcke

Neuro-steered speaker extraction aims to extract the listener's brain-attended speech signal from a multi-talker speech signal, in which the attention is derived from the cortical activity. This activity is usually recorded using…

音频与语音处理 · 电气工程与系统科学 2023-12-13 Zexu Pan , Gordon Wichern , Francois G. Germain , Sameer Khurana , Jonathan Le Roux

This study introduces an online target sound extraction (TSE) process using the similarity-and-independence-aware beamformer (SIBF) derived from an iterative batch algorithm. The study aimed to reduce latency while maintaining extraction…

音频与语音处理 · 电气工程与系统科学 2024-10-07 Atsuo Hiroe

Speaker-aware source separation methods are promising workarounds for major difficulties such as arbitrary source permutation and unknown number of sources. However, it remains challenging to achieve satisfying performance provided a very…

声音 · 计算机科学 2018-07-25 Jun Wang , Jie Chen , Dan Su , Lianwu Chen , Meng Yu , Yanmin Qian , Dong Yu

This paper introduces an area-based source separation method designed for virtual meeting scenarios. The aim is to preserve speech signals from an unspecified number of sources within a defined spatial area in front of a linear microphone…

音频与语音处理 · 电气工程与系统科学 2024-08-20 Martin Strauss , Okan Köpüklü