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This paper presents a novel method for extracting the vocal track from a musical mixture. The musical mixture consists of a singing voice and a backing track which may comprise of various instruments. We use a convolutional network with…

声音 · 计算机科学 2020-02-13 Pritish Chandna , Merlijn Blaauw , Jordi Bonada , Emilia Gomez

The advancements of AI-synthesized human voices have introduced a growing threat of impersonation and disinformation. It is therefore of practical importance to developdetection methods for synthetic human voices. This work proposes a new…

声音 · 计算机科学 2023-04-28 Chengzhe Sun , Shan Jia , Shuwei Hou , Ehab AlBadawy , Siwei Lyu

This paper proposes a WaveNet-based neural excitation model (ExcitNet) for statistical parametric speech synthesis systems. Conventional WaveNet-based neural vocoding systems significantly improve the perceptual quality of synthesized…

音频与语音处理 · 电气工程与系统科学 2019-08-23 Eunwoo Song , Kyungguen Byun , Hong-Goo Kang

In neural audio synthesis, neural vocoders and codecs are models that reconstruct waveforms from acoustic and latent representations, which are essential to the resulting audio quality. While current models are capable of generating…

声音 · 计算机科学 2026-05-14 Yicheng Gu , Junan Zhang , Chaoren Wang , Jerry Li , Zhizheng Wu , Lauri Juvela

This work focuses on reliable detection of bird sound emissions as recorded in the open field. Acoustic detection of avian sounds can be used for the automatized monitoring of multiple bird taxa and querying in long-term recordings for…

声音 · 计算机科学 2016-09-28 Ilyas Potamitis

High-fidelity multi-singer singing voice synthesis is challenging for neural vocoder due to the singing voice data shortage, limited singer generalization, and large computational cost. Existing open corpora could not meet requirements for…

音频与语音处理 · 电气工程与系统科学 2021-12-21 Rongjie Huang , Feiyang Chen , Yi Ren , Jinglin Liu , Chenye Cui , Zhou Zhao

This paper aims to introduce a robust singing voice synthesis (SVS) system to produce very natural and realistic singing voices efficiently by leveraging the adversarial training strategy. On one hand, we designed simple but generic random…

声音 · 计算机科学 2023-02-17 Zewang Zhang , Yibin Zheng , Xinhui Li , Li Lu

Bird sounds possess distinctive spectral structure which may exhibit small shifts in spectrum depending on the bird species and environmental conditions. In this paper, we propose using convolutional recurrent neural networks on the task of…

In a typical voice conversion system, vocoder is commonly used for speech-to-features analysis and features-to-speech synthesis. However, vocoder can be a source of speech quality degradation. This paper presents a vocoder-free voice…

音频与语音处理 · 电气工程与系统科学 2019-09-18 Xiaohai Tian , Eng Siong Chng , Haizhou Li

In this paper, we propose a differentiable WORLD synthesizer and demonstrate its use in end-to-end audio style transfer tasks such as (singing) voice conversion and the DDSP timbre transfer task. Accordingly, our baseline differentiable…

音频与语音处理 · 电气工程与系统科学 2023-05-09 Shahan Nercessian

This paper presents ByteSing, a Chinese singing voice synthesis (SVS) system based on duration allocated Tacotron-like acoustic models and WaveRNN neural vocoders. Different from the conventional SVS models, the proposed ByteSing employs…

音频与语音处理 · 电气工程与系统科学 2021-01-26 Yu Gu , Xiang Yin , Yonghui Rao , Yuan Wan , Benlai Tang , Yang Zhang , Jitong Chen , Yuxuan Wang , Zejun Ma

Neural network-based Text-to-Speech has significantly improved the quality of synthesized speech. Prominent methods (e.g., Tacotron2, FastSpeech, FastPitch) usually generate Mel-spectrogram from text and then synthesize speech using vocoder…

声音 · 计算机科学 2022-08-16 Mohammed Salah Al-Radhi , Tamás Gábor Csapó , Csaba Zainkó , Géza Németh

We present a deep neural network based singing voice synthesizer, inspired by the Deep Convolutions Generative Adversarial Networks (DCGAN) architecture and optimized using the Wasserstein-GAN algorithm. We use vocoder parameters for…

声音 · 计算机科学 2020-02-13 Pritish Chandna , Merlijn Blaauw , Jordi Bonada , Emilia Gomez

Entertainment-oriented singing voice synthesis (SVS) requires a vocoder to generate high-fidelity (e.g. 48kHz) audio. However, most text-to-speech (TTS) vocoders cannot reconstruct the waveform well in this scenario. In this paper, we…

音频与语音处理 · 电气工程与系统科学 2023-09-19 Chunhui Wang , Chang Zeng , Jun Chen , Xing He

This paper presents a method of using autoregressive neural networks for the acoustic modeling of singing voice synthesis (SVS). Singing voice differs from speech and it contains more local dynamic movements of acoustic features, e.g.,…

声音 · 计算机科学 2019-06-24 Yuan-Hao Yi , Yang Ai , Zhen-Hua Ling , Li-Rong Dai

Biodiversity monitoring using audio recordings is achievable at a truly global scale via large-scale deployment of inexpensive, unattended recording stations or by large-scale crowdsourcing using recording and species recognition on mobile…

机器学习 · 统计学 2015-05-26 Timos Papadopoulos , Stephen Roberts , Kathy Willis

Vocoders received renewed attention as main components in statistical parametric text-to-speech (TTS) synthesis and speech transformation systems. Even though there are vocoding techniques give almost accepted synthesized speech, their high…

声音 · 计算机科学 2021-06-22 Mohammed Salah Al-Radhi , Tamás Gábor Csapó , Géza Németh

Recently, denoising diffusion models have demonstrated remarkable performance among generative models in various domains. However, in the speech domain, the application of diffusion models for synthesizing time-varying audio faces…

音频与语音处理 · 电气工程与系统科学 2023-06-13 Ji-Sang Hwang , Sang-Hoon Lee , Seong-Whan Lee

Researches on sequential vocalization often require analysis of vocalizations in long continuous sounds. In such studies as developmental ones or studies across generations in which days or months of vocalizations must be analyzed, methods…

神经元与认知 · 定量生物学 2016-09-28 Takuya Koumura , Kazuo Okanoya

Conventional vocoders are commonly used as analysis tools to provide interpretable features for downstream tasks such as speech synthesis and voice conversion. They are built under certain assumptions about the signals following signal…

音频与语音处理 · 电气工程与系统科学 2021-10-14 Sergey Nikonorov , Berrak Sisman , Mingyang Zhang , Haizhou Li