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Separating a song into vocal and accompaniment components is an active research topic, and recent years witnessed an increased performance from supervised training using deep learning techniques. We propose to apply the visual information…

Sound · Computer Science 2021-07-02 Bochen Li , Yuxuan Wang , Zhiyao Duan

Recent advances in neural network -based text-to-speech have reached human level naturalness in synthetic speech. The present sequence-to-sequence models can directly map text to mel-spectrogram acoustic features, which are convenient for…

Audio and Speech Processing · Electrical Eng. & Systems 2019-06-27 Lauri Juvela , Bajibabu Bollepalli , Junichi Yamagishi , Paavo Alku

A text-to-speech (TTS) model trained to reconstruct speech given text tends towards predictions that are close to the average characteristics of a dataset, failing to model the variations that make human speech sound natural. This problem…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-29 John Janiczek , Dading Chong , Dongyang Dai , Arlo Faria , Chao Wang , Tao Wang , Yuzong Liu

Recent progress in deep generative models has improved the quality of voice conversion in the speech domain. However, high-quality singing voice conversion (SVC) of unseen singers remains challenging due to the wider variety of musical…

Sound · Computer Science 2023-10-09 Naoya Takahashi , Mayank Kumar Singh , Yuki Mitsufuji

Learning robust audio representations currently demands extensive datasets of real-world sound recordings. By applying artificial transformations to these recordings, models can learn to recognize similarities despite subtle variations…

Sound · Computer Science 2025-03-04 Manuel Cherep , Nikhil Singh

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…

Sound · Computer Science 2026-02-05 Yongyi Zang , You Zhang , Mojtaba Heydari , Zhiyao Duan

We present a deep learning method for singing voice conversion. The proposed network is not conditioned on the text or on the notes, and it directly converts the audio of one singer to the voice of another. Training is performed without any…

Machine Learning · Computer Science 2019-09-26 Eliya Nachmani , Lior Wolf

This paper presents the T02 team's system for the Singing Voice Conversion Challenge 2023 (SVCC2023). Our system entails a VITS-based SVC model, incorporating three modules: a feature extractor, a voice converter, and a post-processor.…

Sound · Computer Science 2023-10-10 Yiquan Zhou , Meng Chen , Yi Lei , Jihua Zhu , Weifeng Zhao

We are interested in a novel task, singing voice beautifying (SVB). Given the singing voice of an amateur singer, SVB aims to improve the intonation and vocal tone of the voice, while keeping the content and vocal timbre. Current automatic…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-03 Jinglin Liu , Chengxi Li , Yi Ren , Zhiying Zhu , Zhou Zhao

Singing voice conversion (SVC) is hindered by noise sensitivity due to the use of non-robust methods for extracting pitch and energy during the inference. As clean signals are key for the source audio in SVC, music source separation…

Sound · Computer Science 2024-09-11 Wei Chen , Xintao Zhao , Jun Chen , Binzhu Sha , Zhiwei Lin , Zhiyong Wu

We investigate a novel cross-lingual multi-speaker text-to-speech synthesis approach for generating high-quality native or accented speech for native/foreign seen/unseen speakers in English and Mandarin. The system consists of three…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-27 Zhaoyu Liu , Brian Mak

While generative adversarial networks (GANs) based neural text-to-speech (TTS) systems have shown significant improvement in neural speech synthesis, there is no TTS system to learn to synthesize speech from text sequences with only…

Audio and Speech Processing · Electrical Eng. & Systems 2020-12-15 Sang-Hoon Lee , Hyun-Wook Yoon , Hyeong-Rae Noh , Ji-Hoon Kim , Seong-Whan Lee

Modern speech synthesis uses neural vocoders to model raw waveform samples directly. This increased versatility has expanded the scope of vocoders from speech to other domains, such as music. We address another interesting domain of…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-22 Rhythm Bhatia , Tomi H. Kinnunen

We present SingSong, a system that generates instrumental music to accompany input vocals, potentially offering musicians and non-musicians alike an intuitive new way to create music featuring their own voice. To accomplish this, we build…

Recent developments in deep learning have significantly improved the quality of synthesized singing voice audio. However, prominent neural singing voice synthesis systems suffer from slow inference speed due to their autoregressive design.…

Sound · Computer Science 2021-11-23 Jaesung Tae , Hyeongju Kim , Younggun Lee

Nowadays, recognition-synthesis-based methods have been quite popular with voice conversion (VC). By introducing linguistics features with good disentangling characters extracted from an automatic speech recognition (ASR) model, the VC…

Sound · Computer Science 2023-05-17 Xintao Zhao , Shuai Wang , Yang Chao , Zhiyong Wu , Helen Meng

Recent advancements in deep learning led to human-level performance in single-speaker speech synthesis. However, there are still limitations in terms of speech quality when generalizing those systems into multiple-speaker models especially…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-13 Dipjyoti Paul , Yannis Pantazis , Yannis Stylianou

Previous works have shown that automatic speaker verification (ASV) is seriously vulnerable to malicious spoofing attacks, such as replay, synthetic speech, and recently emerged adversarial attacks. Great efforts have been dedicated to…

Sound · Computer Science 2024-06-06 Haibin Wu , Xu Li , Andy T. Liu , Zhiyong Wu , Helen Meng , Hung-yi Lee

In this work, we present an end-to-end binaural speech synthesis system that combines a low-bitrate audio codec with a powerful binaural decoder that is capable of accurate speech binauralization while faithfully reconstructing…

Sound · Computer Science 2022-07-11 Wen Chin Huang , Dejan Markovic , Alexander Richard , Israel Dejene Gebru , Anjali Menon

Automatic speaker verification (ASV) technology is recently finding its way to end-user applications for secure access to personal data, smart services or physical facilities. Similar to other biometric technologies, speaker verification is…

Sound · Computer Science 2016-09-16 Cemal Hanilci , Tomi Kinnunen , Md Sahidullah , Aleksandr Sizov