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Previous research has shown that established techniques for spoken voice conversion (VC) do not perform as well when applied to singing voice conversion (SVC). We propose an alternative loss component in a loss function that is otherwise…

声音 · 计算机科学 2023-02-28 Brendan O'Connor , Simon Dixon

Recently, a generative variational autoencoder (VAE) has been proposed for speech enhancement to model speech statistics. However, this approach only uses clean speech in the training phase, making the estimation particularly sensitive to…

音频与语音处理 · 电气工程与系统科学 2021-05-18 Huajian Fang , Guillaume Carbajal , Stefan Wermter , Timo Gerkmann

Precise control over speech characteristics, such as pitch, duration, and speech rate, remains a significant challenge in the field of voice conversion. The ability to manipulate parameters like pitch and syllable rate is an important…

声音 · 计算机科学 2025-07-08 Mathilde Abrassart , Nicolas Obin , Axel Roebel

Many hearables contain an in-ear microphone, which may be used to capture the own voice of its user in noisy environments. Since the in-ear microphone mostly records body-conducted speech due to ear canal occlusion, it suffers from…

音频与语音处理 · 电气工程与系统科学 2024-03-25 Mattes Ohlenbusch , Christian Rollwage , Simon Doclo

In this paper, we explore the tokenized representation of musical scores using the Transformer model to automatically generate musical scores. Thus far, sequence models have yielded fruitful results with note-level (MIDI-equivalent)…

声音 · 计算机科学 2021-12-02 Masahiro Suzuki

The way infants use auditory cues to learn to speak despite the acoustic mismatch of their vocal apparatus is a hot topic of scientific debate. The simulation of early vocal learning using articulatory speech synthesis offers a way towards…

音频与语音处理 · 电气工程与系统科学 2021-04-05 Branislav Gerazov , Daniel van Niekerk , Anqi Xu , Paul Konstantin Krug , Peter Birkholz , Yi Xu

Recently, deep learning-based generative models have been introduced to generate singing voices. One approach is to predict the parametric vocoder features consisting of explicit speech parameters. This approach has the advantage that the…

音频与语音处理 · 电气工程与系统科学 2024-06-14 Tae-Woo Kim , Min-Su Kang , Gyeong-Hoon Lee

Since the vocal component plays a crucial role in popular music, singing voice detection has been an active research topic in music information retrieval. Although several proposed algorithms have shown high performances, we argue that…

声音 · 计算机科学 2018-06-05 Kyungyun Lee , Keunwoo Choi , Juhan Nam

The purpose of this study is to investigate how humans interpret musical scores expressively, and then design machines that sing like humans. We consider six factors that have a strong influence on the expression of human singing. The…

声音 · 计算机科学 2015-02-17 Ju-Chiang Wang , Hung-Yan Gu , Hsin-Min Wang

In this paper, a novel architecture for speaker recognition is proposed by cascading speech enhancement and speaker processing. Its aim is to improve speaker recognition performance when speech signals are corrupted by noise. Instead of…

计算与语言 · 计算机科学 2020-05-25 Yanpei Shi , Qiang Huang , Thomas Hain

Disorders of voice production have severe effects on the quality of life of the affected individuals. A simulation approach is used to investigate the cause-effect chain in voice production showing typical characteristics of voice such as…

声音 · 计算机科学 2022-07-20 Florian Kraxberger , Andreas Wurzinger , Stefan Schoder

A key barrier to making phonetic studies scalable and replicable is the need to rely on subjective, manual annotation. To help meet this challenge, a machine learning algorithm was developed for automatic measurement of a widely used…

机器学习 · 统计学 2017-03-08 Yossi Adi , Joseph Keshet , Emily Cibelli , Erin Gustafson , Cynthia Clopper , Matthew Goldrick

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…

机器学习 · 计算机科学 2019-09-26 Eliya Nachmani , Lior Wolf

Voice conversion aims to convert source speech into a target voice using recordings of the target speaker as a reference. Newer models are producing increasingly realistic output. But what happens when models are fed with non-standard data,…

音频与语音处理 · 电气工程与系统科学 2023-10-13 Matthew Baas , Herman Kamper

Embedding acoustic information into fixed length representations is of interest for a whole range of applications in speech and audio technology. Two novel unsupervised approaches to generate acoustic embeddings by modelling of acoustic…

计算与语言 · 计算机科学 2021-02-08 Yanpei Shi , Thomas Hain

In this paper, we propose an online speaker adaptation method for WaveNet-based neural vocoders in order to improve their performance on speaker-independent waveform generation. In this method, a speaker encoder is first constructed using a…

音频与语音处理 · 电气工程与系统科学 2020-08-17 Qiuchen Huang , Yang Ai , Zhenhua Ling

Environmental noises and reverberation have a detrimental effect on the performance of automatic speech recognition (ASR) systems. Multi-condition training of neural network-based acoustic models is used to deal with this problem, but it…

音频与语音处理 · 电气工程与系统科学 2021-02-03 Desh Raj , Jesus Villalba , Daniel Povey , Sanjeev Khudanpur

Speech emotion recognition is an important component of any human centered system. But speech characteristics produced and perceived by a person can be influenced by a multitude of reasons, both desirable such as emotion, and undesirable…

声音 · 计算机科学 2023-09-04 Mimansa Jaiswal , Emily Mower Provost

Recently, variational autoencoders have been successfully used to learn a probabilistic prior over speech signals, which is then used to perform speech enhancement. However, variational autoencoders are trained on clean speech only, which…

音频与语音处理 · 电气工程与系统科学 2021-05-18 Guillaume Carbajal , Julius Richter , Timo Gerkmann

Many hearables contain an in-ear microphone, which may be used to capture the own voice of its user. However, due to the hearable occluding the ear canal, the in-ear microphone mostly records body-conducted speech, typically suffering from…

音频与语音处理 · 电气工程与系统科学 2024-09-09 Mattes Ohlenbusch , Christian Rollwage , Simon Doclo