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Related papers: Sinsy: A Deep Neural Network-Based Singing Voice S…

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Although Singing Voice Synthesis (SVS) has made great strides with Text-to-Speech (TTS) techniques, multilingual singing voice modeling remains relatively unexplored. This paper presents BiSinger, a bilingual pop SVS system for English and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-10 Huali Zhou , Yueqian Lin , Yao Shi , Peng Sun , Ming Li

Data-driven speech enhancement employing deep neural networks (DNNs) can provide state-of-the-art performance even in the presence of non-stationary noise. During the training process, most of the speech enhancement neural networks are…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-01 Ziyi Xu , Maximilian Strake , Tim Fingscheidt

Multi-speaker singing voice synthesis is to generate the singing voice sung by different speakers. To generalize to new speakers, previous zero-shot singing adaptation methods obtain the timbre of the target speaker with a fixed-size…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-12 Shoutong Wang , Jinglin Liu , Yi Ren , Zhen Wang , Changliang Xu , Zhou Zhao

We study the problem of semi-supervised singing voice separation, in which the training data contains a set of samples of mixed music (singing and instrumental) and an unmatched set of instrumental music. Our solution employs a single…

Sound · Computer Science 2019-05-07 Michael Michelashvili , Sagie Benaim , Lior Wolf

This paper presents an improved deep embedding learning method based on convolutional neural network (CNN) for text-independent speaker verification. Two improvements are proposed for x-vector embedding learning: (1) Multi-scale convolution…

Audio and Speech Processing · Electrical Eng. & Systems 2020-01-15 Bin Gu , Wu Guo

This paper presents XiaoiceSing, a high-quality singing voice synthesis system which employs an integrated network for spectrum, F0 and duration modeling. We follow the main architecture of FastSpeech while proposing some singing-specific…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-12 Peiling Lu , Jie Wu , Jian Luan , Xu Tan , Li Zhou

Background noise considerably reduces the accuracy and reliability of speaker verification (SV) systems. These challenges can be addressed using a speech enhancement system as a front-end module. Recently, diffusion probabilistic models…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-20 Ju-ho Kim , Jungwoo Heo , Hyun-seo Shin , Chan-yeong Lim , Ha-Jin Yu

In this paper, we propose an iterative framework for self-supervised speaker representation learning based on a deep neural network (DNN). The framework starts with training a self-supervision speaker embedding network by maximizing…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-29 Danwei Cai , Weiqing Wang , Ming Li

Sound processing in the human auditory system is complex and highly non-linear, whereas hearing aids (HAs) still rely on simplified descriptions of auditory processing or hearing loss to restore hearing. Even though standard HA…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-21 Fotios Drakopoulos , Sarah Verhulst

Singing voice conversion is converting the timbre in the source singing to the target speaker's voice while keeping singing content the same. However, singing data for target speaker is much more difficult to collect compared with normal…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-10 Liqiang Zhang , Chengzhu Yu , Heng Lu , Chao Weng , Chunlei Zhang , Yusong Wu , Xiang Xie , Zijin Li , Dong Yu

Singing Voice Synthesis (SVS) aims to generate expressive vocal performances from structured musical inputs such as lyrics and pitch sequences. While recent progress in discrete codec-based speech synthesis has enabled zero-shot generation…

Sound · Computer Science 2026-04-14 Junchuan Zhao , Wei Zeng , Tianle Lyu , Ye Wang

Conventional time-delay neural networks (TDNNs) struggle to handle long-range context, their ability to represent speaker information is therefore limited in long utterances. Existing solutions either depend on increasing model complexity…

Sound · Computer Science 2023-08-02 Yangfu Li , Jiapan Gan , Xiaodan Lin

Melody preservation is crucial in singing voice conversion (SVC). However, in many scenarios, audio is often accompanied with background music (BGM), which can cause audio distortion and interfere with the extraction of melody and other key…

Sound · Computer Science 2025-02-10 Wei Chen , Binzhu Sha , Jing Yang , Zhuo Wang , Fan Fan , Zhiyong Wu

A deep neural network (DNN)-based model has been developed to predict non-parametric distributions of durations of phonemes in specified phonetic contexts and used to explore which factors influence durations most. Major factors in US…

Sound · Computer Science 2019-09-09 Xizi Wei , Melvyn Hunt , Adrian Skilling

Style transfer for out-of-domain (OOD) singing voice synthesis (SVS) focuses on generating high-quality singing voices with unseen styles (such as timbre, emotion, pronunciation, and articulation skills) derived from reference singing voice…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-02 Yu Zhang , Rongjie Huang , Ruiqi Li , JinZheng He , Yan Xia , Feiyang Chen , Xinyu Duan , Baoxing Huai , Zhou Zhao

With the rise of voice-activated applications, the need for speaker recognition is rapidly increasing. The x-vector, an embedding approach based on a deep neural network (DNN), is considered the state-of-the-art when proper end-to-end…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-29 Shai Rozenberg , Hagai Aronowitz , Ron Hoory

Non-verbal vocalizations (NVVs) like laugh, sigh, and sob are essential for human-like speech, yet standardized evaluation remains limited in jointly assessing whether systems can generate the intended NVVs, place them correctly, and keep…

Text-to-speech conversion has traditionally been performed either by concatenating short samples of speech or by using rule-based systems to convert a phonetic representation of speech into an acoustic representation, which is then…

Neural and Evolutionary Computing · Computer Science 2007-05-23 Orhan Karaali , Gerald Corrigan , Ira Gerson

Any-to-any singing voice conversion (SVC) is confronted with the challenge of ``timbre leakage'' issue caused by inadequate disentanglement between the content and the speaker timbre. To address this issue, this study introduces NeuCoSVC, a…

Sound · Computer Science 2024-01-09 Binzhu Sha , Xu Li , Zhiyong Wu , Ying Shan , Helen Meng

This paper presents a new voice impersonation attack using voice conversion (VC). Enrolling personal voices for automatic speaker verification (ASV) offers natural and flexible biometric authentication systems. Basically, the ASV systems do…

Sound · Computer Science 2019-08-06 Taiki Nakamura , Yuki Saito , Shinnosuke Takamichi , Yusuke Ijima , Hiroshi Saruwatari