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Dysarthric speech recognition is a challenging task as dysarthric data is limited and its acoustics deviate significantly from normal speech. Model-based speaker adaptation is a promising method by using the limited dysarthric speech to…

音频与语音处理 · 电气工程与系统科学 2020-11-04 Disong Wang , Jianwei Yu , Xixin Wu , Lifa Sun , Xunying Liu , Helen Meng

This paper proposes a flexible multichannel speech enhancement system with the main goal of improving robustness of automatic speech recognition (ASR) in noisy conditions. The proposed system combines a flexible neural mask estimator…

音频与语音处理 · 电气工程与系统科学 2024-06-10 Ante Jukić , Jagadeesh Balam , Boris Ginsburg

Speech enhancement is a fundamental challenge in signal processing, particularly when robustness is required across diverse acoustic conditions and microphone setups. Deep learning methods have been successful for speech enhancement, but…

音频与语音处理 · 电气工程与系统科学 2025-10-28 Yuval Bar Ilan , Boaz Rafaely , Vladimir Tourbabin

In practical settings, a speaker recognition system needs to identify a speaker given a short utterance, while the enrollment utterance may be relatively long. However, existing speaker recognition models perform poorly with such short…

音频与语音处理 · 电气工程与系统科学 2020-08-12 Seong Min Kye , Youngmoon Jung , Hae Beom Lee , Sung Ju Hwang , Hoirin Kim

Many people are suffering from voice disorders, which can adversely affect the quality of their lives. In response, some researchers have proposed algorithms for automatic assessment of these disorders, based on voice signals. However,…

机器学习 · 计算机科学 2018-12-04 Yi-Te Hsu , Zining Zhu , Chi-Te Wang , Shih-Hau Fang , Frank Rudzicz , Yu Tsao

AI-generated speech is becoming increasingly used in everyday life, powering virtual assistants, accessibility tools, and other applications. However, it is also being exploited for malicious purposes such as impersonation, misinformation,…

声音 · 计算机科学 2025-09-23 Viola Negroni , Davide Salvi , Alessandro Ilic Mezza , Paolo Bestagini , Stefano Tubaro

This paper investigates the impact of array switching patterns on the accuracy of parameter estimation of multipath components for a time division multiplexed (TDM) channel sounder. To measure fast time-varying channels, the conventional…

信号处理 · 电气工程与系统科学 2018-05-18 Rui Wang , Olivier Renaudin , C. Umit Bas , Seun Sangodoyin , Andreas F. Molisch

Ambisonics encoding of microphone array signals can enable various spatial audio applications, such as virtual reality or telepresence, but it is typically designed for uniformly-spaced spherical microphone arrays. This paper proposes a…

音频与语音处理 · 电气工程与系统科学 2024-01-12 Mikko Heikkinen , Archontis Politis , Tuomas Virtanen

Augmented listening devices such as hearing aids often perform poorly in noisy and reverberant environments with many competing sound sources. Large distributed microphone arrays can improve performance, but data from remote microphones…

音频与语音处理 · 电气工程与系统科学 2019-12-12 Ryan M. Corey , Matthew D. Skarha , Andrew C. Singer

Reconstructing the room transfer functions needed to calculate the complex sound field in a room has several important real-world applications. However, an unpractical number of microphones is often required. Recently, in addition to…

音频与语音处理 · 电气工程与系统科学 2024-06-12 Francesca Ronchini , Luca Comanducci , Mirco Pezzoli , Fabio Antonacci , Augusto Sarti

The performance of speaker diarization is strongly affected by its clustering algorithm at the test stage. However, it is known that clustering algorithms are sensitive to random noises and small variations, particularly when the clustering…

音频与语音处理 · 电气工程与系统科学 2019-10-25 Meng-Zhen Li , Xiao-Lei Zhang

Deep learning-based speech enhancement has shown unprecedented performance in recent years. The most popular mono speech enhancement frameworks are end-to-end networks mapping the noisy mixture into an estimate of the clean speech. With…

音频与语音处理 · 电气工程与系统科学 2022-02-02 Bahareh Tolooshams , Kazuhito Koishida

This paper addresses the problem of multi-channel multi-speech separation based on deep learning techniques. In the short time Fourier transform domain, we propose an end-to-end narrow-band network that directly takes as input the…

声音 · 计算机科学 2022-04-13 Changsheng Quan , Xiaofei Li

Audio Telepresence (AT) aims to create an immersive experience of the audio scene at the far end for the user(s) at the near end. The application of AT could encompass scenarios with varying degrees of emphasis on signal enhancement and…

音频与语音处理 · 电气工程与系统科学 2023-11-22 Yicheng Hsu , Mingsian R. Bai

Spatial aliasing affects spaced microphone arrays, causing directional ambiguity above certain frequencies, degrading spatial and spectral accuracy of beamformers. Given the limitations of conventional signal processing and the scarcity of…

音频与语音处理 · 电气工程与系统科学 2025-10-21 Mateusz Guzik , Giulio Cengarle , Daniel Arteaga

Though playing an essential role in smart home systems, smart speakers are vulnerable to voice spoofing attacks. Passive liveness detection, which utilizes only the collected audio rather than the deployed sensors to distinguish between…

密码学与安全 · 计算机科学 2025-10-29 Yan Meng , Jiachun Li , Matthew Pillari , Arjun Deopujari , Liam Brennan , Hafsah Shamsie , Haojin Zhu , Yuan Tian

The ground truth used for training image, video, or speech quality prediction models is based on the Mean Opinion Scores (MOS) obtained from subjective experiments. Usually, it is necessary to conduct multiple experiments, mostly with…

音频与语音处理 · 电气工程与系统科学 2021-12-15 Gabriel Mittag , Saman Zadtootaghaj , Thilo Michael , Babak Naderi , Sebastian Möller

The attenuation of acoustic loudspeaker echoes remains to be one of the open challenges to achieve pleasant full-duplex hands free speech communication. In many modern signal enhancement interfaces, this problem is addressed by a linear…

音频与语音处理 · 电气工程与系统科学 2023-06-06 Thomas Haubner , Andreas Brendel , Walter Kellermann

Sounds recorded with smartphones or IoT devices often have partially unreliable observations caused by clipping, wind noise, and completely missing parts due to microphone failure and packet loss in data transmission over the network. In…

声音 · 计算机科学 2021-05-06 Keisuke Imoto

Microphone arrays are usually assumed to have rigid geometries: the microphones may move with respect to the sound field but remain fixed relative to each other. However, many useful arrays, such as those in wearable devices, have sensors…

音频与语音处理 · 电气工程与系统科学 2019-12-12 Ryan M. Corey , Andrew C. Singer