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It has been shown that the intelligibility of noisy speech can be improved by speech enhancement algorithms. However, speech enhancement has not been established as an effective frontend for robust automatic speech recognition (ASR) in…

音频与语音处理 · 电气工程与系统科学 2023-06-22 Yufeng Yang , Ashutosh Pandey , DeLiang Wang

The recent ubiquitous adoption of remote conferencing has been accompanied by omnipresent frustration with distorted or otherwise unclear voice communication. Audio enhancement can compensate for low-quality input signals from, for example,…

音频与语音处理 · 电气工程与系统科学 2023-09-06 Philipp Schilk , Niccolò Polvani , Andrea Ronco , Milos Cernak , Michele Magno

In this letter, we derive a new super Gaussian Joint Maximum a Posteriori based single microphone speech enhancement gain function. The developed Speech Enhancement method is implemented on a smartphone, and this arrangement functions as an…

声音 · 计算机科学 2019-07-04 Chandan K A Reddy , Nikhil Shankar , Gautam Bhat , Ram Charan , Issa Panahi

This paper introduces an innovative method for reducing the computational complexity of deep neural networks in real-time speech enhancement on resource-constrained devices. The proposed approach utilizes a two-stage processing framework,…

音频与语音处理 · 电气工程与系统科学 2024-06-10 Shrishti Saha Shetu , Soumitro Chakrabarty , Oliver Thiergart , Edwin Mabande

This paper addresses the issue of active speaker detection (ASD) in noisy environments and formulates a robust active speaker detection (rASD) problem. Existing ASD approaches leverage both audio and visual modalities, but non-speech sounds…

多媒体 · 计算机科学 2024-04-02 Siva Sai Nagender Vasireddy , Chenxu Zhang , Xiaohu Guo , Yapeng Tian

For enhancement of noisy speech, a method of threshold determination based on modeling of Teager energy (TE) operated perceptual wavelet packet (PWP) coefficients of the noisy speech by exponential distribution is presented. A custom…

音频与语音处理 · 电气工程与系统科学 2018-02-19 Md Tauhidul Islam , Celia Shahnaz , Wei-Ping Zhu , M. Omair Ahmad

While recent neural text-to-speech (TTS) systems perform remarkably well, they typically require a substantial amount of recordings from the target speaker reading in the desired speaking style. In this work, we present a novel 3-step…

音频与语音处理 · 电气工程与系统科学 2021-06-03 Goeric Huybrechts , Thomas Merritt , Giulia Comini , Bartek Perz , Raahil Shah , Jaime Lorenzo-Trueba

This paper presents a novel data augmentation technique for text-to-speech (TTS), that allows to generate new (text, audio) training examples without requiring any additional data. Our goal is to increase diversity of text conditionings…

In mobile speech communication applications, wind noise can lead to a severe reduction of speech quality and intelligibility. Since the performance of speech enhancement algorithms using acoustic microphones tends to substantially degrade…

音频与语音处理 · 电气工程与系统科学 2022-11-15 Marvin Tammen , Xilin Li , Simon Doclo , Lalin Theverapperuma

This paper delves into the challenging task of Active Speaker Detection (ASD), where the system needs to determine in real-time whether a person is speaking or not in a series of video frames. While previous works have made significant…

计算机视觉与模式识别 · 计算机科学 2024-09-16 Arnav Kundu , Yanzi Jin , Mohammad Sekhavat , Max Horton , Danny Tormoen , Devang Naik

This study aims at designing an environment-aware text-to-speech (TTS) system that can generate speech to suit specific acoustic environments. It is also motivated by the desire to leverage massive data of speech audio from heterogeneous…

音频与语音处理 · 电气工程与系统科学 2022-08-09 Daxin Tan , Guangyan Zhang , Tan Lee

This paper introduces a novel application of Test-Time Training (TTT) for Speech Enhancement, addressing the challenges posed by unpredictable noise conditions and domain shifts. This method combines a main speech enhancement task with a…

音频与语音处理 · 电气工程与系统科学 2025-10-21 Avishkar Behera , Riya Ann Easow , Venkatesh Parvathala , K. Sri Rama Murty

Audio-only-based wake word spotting (WWS) is challenging under noisy conditions due to environmental interference in signal transmission. In this paper, we investigate on designing a compact audio-visual WWS system by utilizing visual…

声音 · 计算机科学 2022-02-18 Hengshun Zhou , Jun Du , Chao-Han Huck Yang , Shifu Xiong , Chin-Hui Lee

Supervised speech enhancement relies on parallel databases of degraded speech signals and their clean reference signals during training. This setting prohibits the use of real-world degraded speech data that may better represent the…

音频与语音处理 · 电气工程与系统科学 2021-09-22 Yangyang Xia , Buye Xu , Anurag Kumar

Text-to-speech (TTS) has been extensively studied for generating high-quality speech with textual inputs, playing a crucial role in various real-time applications. For real-world deployment, ensuring stable and timely generation in TTS…

音频与语音处理 · 电气工程与系统科学 2024-10-23 Xiaoxue Gao , Yiming Chen , Xianghu Yue , Yu Tsao , Nancy F. Chen

Acoustical mismatch among training and testing phases degrades outstandingly speech recognition results. This problem has limited the development of real-world nonspecific applications, as testing conditions are highly variant or even…

声音 · 计算机科学 2013-05-13 Rashmi Makhijani , Urmila Shrawankar , V M Thakare

Real-time audio-visual speech enhancement (AVSE) is a key enabler for immersive and interactive multimedia services, yet its performance is tightly constrained by network latency, uplink capacity, and computational delay. This paper…

声音 · 计算机科学 2026-04-29 Anis Hamadouche , Haifeng Luo , Mathini Sellathurai , Amir Hussain , Tharm Ratnarajah

Speech enhancement for voice pickup in hearables aims to improve the user's voice by suppressing noise and interfering talkers, while maintaining own-voice quality. For single-channel methods, it is particularly challenging to distinguish…

音频与语音处理 · 电气工程与系统科学 2026-02-05 Mattes Ohlenbusch , Mikolaj Kegler , Marko Stamenovic

Speech enhancement is designed to enhance the intelligibility and quality of speech across diverse noise conditions. Recently, diffusion model has gained lots of attention in speech enhancement area, achieving competitive results. Current…

声音 · 计算机科学 2025-01-23 Chengzhong Wang , Jianjun Gu , Dingding Yao , Junfeng Li , Yonghong Yan

Incremental text-to-speech, also known as streaming TTS, has been increasingly applied to online speech applications that require ultra-low response latency to provide an optimal user experience. However, most of the existing speech…

声音 · 计算机科学 2022-12-06 Muyang Du , Chuan Liu , Jiaxing Qi , Junjie Lai