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相关论文: Voice Activity Detection in presence of background…

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In the realm of digital audio processing, Voice Activity Detection (VAD) plays a pivotal role in distinguishing speech from non-speech elements, a task that becomes increasingly complex in noisy environments. This paper details the…

声音 · 计算机科学 2023-12-12 Joshua Ball

Voice Activity Detection (VAD) in the presence of background noise remains a challenging problem in speech processing. Accurate VAD is essential in automatic speech recognition, voice-to-text, conversational agents, etc, where noise can…

音频与语音处理 · 电气工程与系统科学 2025-07-31 Hamed Jafarzadeh Asl , Mahsa Ghazvini Nejad , Amin Edraki , Masoud Asgharian , Vahid Partovi Nia

Voice Activity Detection (VAD) refers to the problem of distinguishing speech segments from background noise. Numerous approaches have been proposed for this purpose. Some are based on features derived from the power spectral density,…

声音 · 计算机科学 2019-03-08 Thomas Drugman , Yannis Stylianou , Yusuke Kida , Masami Akamine

In this paper we explore speaker identification using electroencephalography (EEG) signals. The performance of speaker identification systems degrades in presence of background noise, this paper demonstrates that EEG features can be used to…

音频与语音处理 · 电气工程与系统科学 2020-03-11 Gautam Krishna , Co Tran , Mason Carnahan , Ahmed Tewfik

Voice activity detection (VAD) improves the performance of speaker verification (SV) by preserving speech segments and attenuating the effects of non-speech. However, this scheme is not ideal: (1) it fails in noisy environments or…

声音 · 计算机科学 2023-06-01 Zuheng Kang , Jianzong Wang , Junqing Peng , Jing Xiao

In this paper we demonstrate that performance of a speaker verification system can be improved by concatenating electroencephalography (EEG) signal features with speech signal features or only using EEG signal features. We use…

音频与语音处理 · 电气工程与系统科学 2020-06-11 Yan Han , Gautam Krishna , Co Tran , Mason Carnahan , Ahmed H Tewfik

Voice Activity Detection (VAD) is an important pre-processing step in a wide variety of speech processing systems. VAD should in a practical application be able to detect speech in both noisy and noise-free environments, while not…

音频与语音处理 · 电气工程与系统科学 2022-07-06 Claus Meyer Larsen , Peter Koch , Zheng-Hua Tan

Voice activity detection (VAD) is an essential pre-processing step for tasks such as automatic speech recognition (ASR) and speaker recognition. A basic goal is to remove silent segments within an audio, while a more general VAD system…

音频与语音处理 · 电气工程与系统科学 2020-09-22 Yefei Chen , Shuai Wang , Yanmin Qian , Kai Yu

Visual voice activity detection (V-VAD) uses visual features to predict whether a person is speaking or not. V-VAD is useful whenever audio VAD (A-VAD) is inefficient either because the acoustic signal is difficult to analyze or because it…

计算机视觉与模式识别 · 计算机科学 2020-10-19 Sylvain Guy , Stéphane Lathuilière , Pablo Mesejo , Radu Horaud

Voice activity detection (VAD) is the task of detecting speech in an audio stream, which is challenging due to numerous unseen noises and low signal-to-noise ratios in real environments. Recently, neural network-based VADs have alleviated…

声音 · 计算机科学 2024-05-28 Jidong Jia , Pei Zhao , Di Wang

We propose a novel voice activity detection (VAD) model in a low-resource environment. Our key idea is to model VAD as a denoising task, and construct a network that is designed to identify nuisance features for a speech classification…

音频与语音处理 · 电气工程与系统科学 2022-10-31 Jonathan Svirsky , Ofir Lindenbaum

Voice Activity Detection (VAD) is not easy task when the input audio signal is noisy, and it is even more complicated when the input is not even an audio recording. This is the case with Silent Speech Interfaces (SSI) where we record the…

声音 · 计算机科学 2021-09-21 Amin Honarmandi Shandiz , László Tóth

Various neural network-based approaches have been proposed for more robust and accurate voice activity detection (VAD). Manual design of such neural architectures is an error-prone and time-consuming process, which prompted the development…

声音 · 计算机科学 2022-10-05 Daniel Rho , Jinhyeok Park , Jong Hwan Ko

In this paper, we propose "personal VAD", a system to detect the voice activity of a target speaker at the frame level. This system is useful for gating the inputs to a streaming on-device speech recognition system, such that it only…

音频与语音处理 · 电气工程与系统科学 2020-04-09 Shaojin Ding , Quan Wang , Shuo-yiin Chang , Li Wan , Ignacio Lopez Moreno

Voice Activity Detection (VAD) is a fundamental preprocessing step in automatic speech recognition. This is especially true within the broadcast industry where a wide variety of audio materials and recording conditions are encountered.…

音频与语音处理 · 电气工程与系统科学 2021-12-10 Misa Ogura , Matt Haynes

The performance of automatic speech recognition systems(ASR) degrades in the presence of noisy speech. This paper demonstrates that using electroencephalography (EEG) can help automatic speech recognition systems overcome performance loss…

机器学习 · 计算机科学 2019-03-05 Gautam Krishna , Co Tran , Jianguo Yu , Ahmed H Tewfik

The task of voice activity detection (VAD) is an often required module in various speech processing, analysis and classification tasks. While state-of-the-art neural network based VADs can achieve great results, they often exceed…

音频与语音处理 · 电气工程与系统科学 2021-05-20 Sebastian Braun , Ivan Tashev

Voice Activity Detection (VAD) refers to the task of identification of regions of human speech in digital signals such as audio and video. While VAD is a necessary first step in many speech processing systems, it poses challenges when there…

机器学习 · 计算机科学 2020-08-24 Arnab Kumar Mondal , Prathosh A. P

Speech applications are expected to be low-power and robust under noisy conditions. An effective Voice Activity Detection (VAD) front-end lowers the computational need. Spiking Neural Networks (SNNs) are known to be biologically plausible…

声音 · 计算机科学 2024-03-12 Qu Yang , Qianhui Liu , Nan Li , Meng Ge , Zeyang Song , Haizhou Li

This paper presents an unsupervised segment-based method for robust voice activity detection (rVAD). The method consists of two passes of denoising followed by a voice activity detection (VAD) stage. In the first pass, high-energy segments…

声音 · 计算机科学 2022-01-12 Zheng-Hua Tan , Achintya kr. Sarkar , Najim Dehak
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