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Humans often speak in a continuous manner which leads to coherent and consistent prosody properties across neighboring utterances. However, most state-of-the-art speech synthesis systems only consider the information within each sentence…

声音 · 计算机科学 2023-05-19 Ya-Jie Zhang , Wei Song , Yanghao Yue , Zhengchen Zhang , Youzheng Wu , Xiaodong He

The task of estimating the fundamental frequency of a monophonic sound recording, also known as pitch tracking, is fundamental to audio processing with multiple applications in speech processing and music information retrieval. To date, the…

音频与语音处理 · 电气工程与系统科学 2018-02-20 Jong Wook Kim , Justin Salamon , Peter Li , Juan Pablo Bello

Synthetic data generation is increasingly used in machine learning for training and data augmentation. Yet, current strategies often rely on external foundation models or datasets, whose usage is restricted in many scenarios due to policy…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Parsa Rahimi , Sebastien Marcel

Target sound extraction (TSE) separates the target sound from the mixture signals based on provided clues. However, the performance of existing models significantly degrades under reverberant conditions. Inspired by auditory scene analysis…

声音 · 计算机科学 2024-06-14 Yiwen Wang , Xihong Wu

Controllable neural audio synthesis of sound effects is a challenging task due to the potential scarcity and spectro-temporal variance of the data. Differentiable digital signal processing (DDSP) synthesisers have been successfully employed…

声音 · 计算机科学 2024-10-28 Adrián Barahona-Ríos , Tom Collins

Systematic evaluation of speech separation and enhancement models under moving sound source conditions requires extensive and diverse data. However, real-world datasets often lack sufficient data for training and evaluation, and synthetic…

声音 · 计算机科学 2025-03-07 Kai Li , Wendi Sang , Chang Zeng , Runxuan Yang , Guo Chen , Xiaolin Hu

In this study, we introduce a method for estimating sound fields in reverberant environments using a conditional invertible neural network (CINN). Sound field reconstruction can be hindered by experimental errors, limited spatial data,…

音频与语音处理 · 电气工程与系统科学 2024-04-11 Xenofon Karakonstantis , Efren Fernandez-Grande , Peter Gerstoft

We present JASCO, a temporally controlled text-to-music generation model utilizing both symbolic and audio-based conditions. JASCO can generate high-quality music samples conditioned on global text descriptions along with fine-grained local…

声音 · 计算机科学 2024-06-18 Or Tal , Alon Ziv , Itai Gat , Felix Kreuk , Yossi Adi

In physical science, sensor data are collected over time to produce timeseries data. However, depending on the real-world condition and underlying physics of the sensor, data might be noisy. Besides, the limitation of sample-time on sensors…

机器学习 · 统计学 2021-01-07 Rahul Bhadani

Speech deepfake detection has achieved remarkable success in clean environments but faces significant challenges in complex, real-world scenarios where speech is often mixed with background music or noise. Current state-of-the-art methods…

声音 · 计算机科学 2026-05-25 Qingcao Li , Yipeng Lin , Weichen Lian , Zhongjie Ba , Peng Cheng , Zhichao Lian

Computational engine sound modeling is central to the automotive audio industry, particularly for active sound design, virtual prototyping, and emerging data-driven engine sound synthesis methods. These applications require large volumes of…

声音 · 计算机科学 2026-03-10 Robin Doerfler , Lonce Wyse

Although text-to-speech (TTS) systems have significantly improved, most TTS systems still have limitations in synthesizing speech with appropriate phrasing. For natural speech synthesis, it is important to synthesize the speech with a…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Ji-Sang Hwang , Sang-Hoon Lee , Seong-Whan Lee

Piano audio-to-score transcription (A2S) is an important yet underexplored task with extensive applications for music composition, practice, and analysis. However, existing end-to-end piano A2S systems faced difficulties in retrieving…

声音 · 计算机科学 2024-05-24 Wei Zeng , Xian He , Ye Wang

Although neural end-to-end text-to-speech models can synthesize highly natural speech, there is still room for improvements to its efficiency and naturalness. This paper proposes a non-autoregressive neural text-to-speech model augmented…

声音 · 计算机科学 2020-10-23 Isaac Elias , Heiga Zen , Jonathan Shen , Yu Zhang , Ye Jia , Ron Weiss , Yonghui Wu

Various applications of voice synthesis have been developed independently despite the fact that they generate "voice" as output in common. In addition, the majority of voice synthesis models currently rely on annotated audio data, but it is…

音频与语音处理 · 电气工程与系统科学 2023-05-31 Rongjie Huang , Chunlei Zhang , Yongqi Wang , Dongchao Yang , Luping Liu , Zhenhui Ye , Ziyue Jiang , Chao Weng , Zhou Zhao , Dong Yu

Speech synthesis systems powered by neural networks hold promise for multimedia production, but frequently face issues with producing expressive speech and seamless editing. In response, we present the Cross-Utterance Conditioned…

声音 · 计算机科学 2024-09-20 Yang Li , Cheng Yu , Guangzhi Sun , Weiqin Zu , Zheng Tian , Ying Wen , Wei Pan , Chao Zhang , Jun Wang , Yang Yang , Fanglei Sun

Speech separation approaches for single-channel, dry speech mixtures have significantly improved. However, real-world spatial and reverberant acoustic environments remain challenging, limiting the effectiveness of these approaches for…

The evaluation of audio fingerprinting at a realistic scale is limited by the scarcity of large public music databases. We present an audio-free approach that synthesises latent fingerprints which approximate the distribution of real…

声音 · 计算机科学 2025-09-24 Aditya Bhattacharjee , Marco Pasini , Emmanouil Benetos

Neural Audio Synthesis (NAS) models offer interactive musical control over high-quality, expressive audio generators. While these models can operate in real-time, they often suffer from high latency, making them unsuitable for intimate…

声音 · 计算机科学 2025-04-15 Franco Caspe , Jordie Shier , Mark Sandler , Charalampos Saitis , Andrew McPherson

A fitting soundtrack can help a video better convey its content and provide a better immersive experience. This paper introduces a novel approach utilizing self-supervised learning and contrastive learning to automatically recommend audio…

多媒体 · 计算机科学 2025-03-10 Shimiao Liu , Alexander Lerch
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