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Deploying speech enhancement (SE) systems in wearable devices, such as smart glasses, is challenging due to the limited computational resources on the device. Although deep learning methods have achieved high-quality results, their…

音频与语音处理 · 电气工程与系统科学 2025-08-21 Heitor R. Guimarães , Ke Tan , Juan Azcarreta , Jesus Alvarez , Prabhav Agrawal , Ashutosh Pandey , Buye Xu

Text-driven voice conversion allows customization of speaker characteristics and prosodic elements using textual descriptions. However, most existing methods rely heavily on direct text-to-speech training, limiting their flexibility in…

声音 · 计算机科学 2025-07-31 Wen Li , Sofia Martinez , Priyanka Shah

We present a new model for singing synthesis based on a modified version of the WaveNet architecture. Instead of modeling raw waveform, we model features produced by a parametric vocoder that separates the influence of pitch and timbre.…

声音 · 计算机科学 2017-08-18 Merlijn Blaauw , Jordi Bonada

Singing voice synthesis and singing voice conversion have significantly advanced, revolutionizing musical experiences. However, the rise of "Deepfake Songs" generated by these technologies raises concerns about authenticity. Unlike Audio…

声音 · 计算机科学 2023-09-07 Yuankun Xie , Jingjing Zhou , Xiaolin Lu , Zhenghao Jiang , Yuxin Yang , Haonan Cheng , Long Ye

Monitoring of bird populations has played a vital role in conservation efforts and in understanding biodiversity loss. The automation of this process has been facilitated by both sensing technologies, such as passive acoustic monitoring,…

机器学习 · 计算机科学 2021-08-23 Irina Tolkova , Brian Chu , Marcel Hedman , Stefan Kahl , Holger Klinck

The rapid advancement of AI-generated singing voices, which now closely mimic natural human singing and align seamlessly with musical scores, has led to heightened concerns for artists and the music industry. Unlike spoken voice, singing…

音频与语音处理 · 电气工程与系统科学 2024-05-09 You Zhang , Yongyi Zang , Jiatong Shi , Ryuichi Yamamoto , Jionghao Han , Yuxun Tang , Tomoki Toda , Zhiyao Duan

Speech synthesis models convert written text into natural-sounding audio. While earlier models were limited to a single speaker, recent advancements have led to the development of zero-shot systems that generate realistic speech from a wide…

声音 · 计算机科学 2025-02-12 Łukasz Bondaruk , Jakub Kubiak

Modern machine learning models for audio tasks often exhibit superior performance on English and other well-resourced languages, primarily due to the abundance of available training data. This disparity leads to an unfair performance gap…

计算与语言 · 计算机科学 2025-11-26 Wesley Bian , Xiaofeng Lin , Guang Cheng

An interesting topic in compressed sensing aims to recover signals with sparse representations in a dictionary. Recently the performance of the L1-analysis method has been a focus, while some fundamental problems for the L1-synthesis method…

信息论 · 计算机科学 2013-09-10 Xuemei Chen , Haichao Wang , Rongrong Wang

Speaker generation task aims to create unseen speaker voice without reference speech. The key to the task is defining a speaker space that represents diverse speakers to determine the generated speaker trait. However, the effective way to…

声音 · 计算机科学 2025-07-08 Masato Murata , Koichi Miyazaki , Tomoki Koriyama , Tomoki Toda

Dysarthric speech recognition (DSR) enhances the accessibility of smart devices for dysarthric speakers with limited mobility. Previously, DSR research was constrained by the fact that existing datasets typically consisted of isolated…

声音 · 计算机科学 2025-07-01 Shiyao Wang , Jiaming Zhou , Shiwan Zhao , Yong Qin

Regenerating singing voices with altered lyrics while preserving melody consistency remains challenging, as existing methods either offer limited controllability or require laborious manual alignment. We propose YingMusic-Singer-Plus, a…

音频与语音处理 · 电气工程与系统科学 2026-04-10 Chunbo Hao , Junjie Zheng , Guobin Ma , Yuepeng Jiang , Huakang Chen , Wenjie Tian , Gongyu Chen , Zihao Chen , Lei Xie

In many sequence learning tasks, such as program synthesis and document summarization, a key problem is searching over a large space of possible output sequences. We propose to learn representations of the outputs that are specifically…

机器学习 · 计算机科学 2021-08-09 Joey Hong , David Dohan , Rishabh Singh , Charles Sutton , Manzil Zaheer

Large language models (LLMs) rely on web-scale corpora for pre-training. The noise inherent in these datasets tends to obscure meaningful patterns and ultimately degrade model performance. Data curation mitigates but cannot eliminate such…

计算与语言 · 计算机科学 2026-05-12 Xu Guo , Runyu Peng , Jian Tong , Yunhua Zhou , Haijun Lv , Zhihui Lu , Qipeng Guo

The human brain distinguishes speech sounds by mapping acoustic signals into a latent perceptual space. This space can be estimated via multidimensional scaling (MDS), preserving the similarity structure in lower dimensions. However,…

统计方法学 · 统计学 2025-07-29 Giovanni Rebaudo , Fernando Llanos , Bharath Chandrasekaran , Abhra Sarkar

Controllable Singing Voice Synthesis (SVS) aims to generate expressive singing voices reflecting user intent. While recent SVS systems achieve high audio quality, most rely on probabilistic modeling, limiting precise control over attributes…

声音 · 计算机科学 2025-09-10 Yerin Ryu , Inseop Shin , Chanwoo Kim

Generating high-quality speech efficiently remains a key challenge for generative models in speech synthesis. This paper introduces VQalAttent, a lightweight model designed to generate fake speech with tunable performance and…

机器学习 · 计算机科学 2024-11-25 Armani Rodriguez , Silvija Kokalj-Filipovic

With the recent developments in speech synthesis via machine learning, this study explores incorporating linguistics knowledge to visualise and evaluate synthetic speech model training. If changes to the first and second formant (in turn,…

音频与语音处理 · 电气工程与系统科学 2022-08-23 Binu Abeysinghe , Jesin James , Catherine I. Watson , Felix Marattukalam

Scaling text-to-speech (TTS) to large-scale, multi-speaker, and in-the-wild datasets is important to capture the diversity in human speech such as speaker identities, prosodies, and styles (e.g., singing). Current large TTS systems usually…

音频与语音处理 · 电气工程与系统科学 2023-05-31 Kai Shen , Zeqian Ju , Xu Tan , Yanqing Liu , Yichong Leng , Lei He , Tao Qin , Sheng Zhao , Jiang Bian

Speaker adaptation methods aim to create fair quality synthesis speech voice font for target speakers while only limited resources available. Recently, as deep neural networks based statistical parametric speech synthesis (SPSS) methods…

音频与语音处理 · 电气工程与系统科学 2018-03-08 Zhiying Huang , Heng Lu , Ming Lei , Zhijie Yan