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Despite the appeal of deep neural networks that largely replace the traditional handmade filters, they still suffer from isolated cases that cannot be properly handled only by the training of convolutional filters. Abnormal factors,…

计算机视觉与模式识别 · 计算机科学 2017-10-19 Jonghwa Yim , Kyung-Ah Sohn

Acoustic scene classification and related tasks have been dominated by Convolutional Neural Networks (CNNs). Top-performing CNNs use mainly audio spectograms as input and borrow their architectural design primarily from computer vision. A…

音频与语音处理 · 电气工程与系统科学 2019-09-09 Khaled Koutini , Hamid Eghbal-zadeh , Gerhard Widmer

We propose a sensorization method for soft pneumatic actuators that uses an embedded microphone and speaker to measure different actuator properties. The physical state of the actuator determines the specific modulation of sound as it…

机器人学 · 计算机科学 2022-08-23 Vincent Wall , Gabriel Zöller , Oliver Brock

While audio recordings in real life provide insights into social dynamics and conversational behavior, they also raise concerns about the privacy of personal, sensitive data. This article explores the effectiveness of restricting recordings…

音频与语音处理 · 电气工程与系统科学 2026-02-04 Jule Pohlhausen , Jörg Bitzer

Downlink spatial intercell interference cancellation (ICIC) is considered for mitigating other-cell interference using multiple transmit antennas. A principle question we explore is whether it is better to do ICIC or simply standard…

信息论 · 计算机科学 2009-09-22 Jun Zhang , Jeffrey G. Andrews

Here we investigate the practical feasibility of performing soundfield reproduction throughout a three-dimensional area by controlling the acoustic pressure measured at the boundary surface of the volume in question. The main aim is to…

经典物理 · 物理学 2007-05-23 Nicolas Epain , Emmanuel Friot

This paper presents an approach for acoustic teleportation by disentangling speech content from acoustic environment characteristics in neural audio codec representations. Acoustic teleportation transfers room characteristics between speech…

音频与语音处理 · 电气工程与系统科学 2025-10-16 Philipp Grundhuber , Mhd Modar Halimeh , Emanuël A. P. Habets

Automatic modulation classification (AMC) aims to improve the efficiency of crowded radio spectrums by automatically predicting the modulation constellation of wireless RF signals. Recent work has demonstrated the ability of deep learning…

信号处理 · 电气工程与系统科学 2021-02-23 Rajeev Sahay , Christopher G. Brinton , David J. Love

The goal of this work is to localize sound sources in visual scenes with a self-supervised approach. Contrastive learning in the context of sound source localization leverages the natural correspondence between audio and visual signals…

计算机视觉与模式识别 · 计算机科学 2022-11-04 Sooyoung Park , Arda Senocak , Joon Son Chung

Blind acoustic parameter estimation consists in inferring the acoustic properties of an environment from recordings of unknown sound sources. Recent works in this area have utilized deep neural networks trained either partially or…

声音 · 计算机科学 2022-07-20 Prerak Srivastava , Antoine Deleforge , Emmanuel Vincent

One of the fundamental challenges affecting the performance of communication systems is the undesired impact of noise on a signal. Noise distorts the signal and originates due to several sources including, system non-linearity and noise…

信号处理 · 电气工程与系统科学 2018-01-04 Adnan Quadri

In recent years, significant progress has been made in deep model-based automatic speech recognition (ASR), leading to its widespread deployment in the real world. At the same time, adversarial attacks against deep ASR systems are highly…

音频与语音处理 · 电气工程与系统科学 2022-11-04 Christian Heider Nielsen , Zheng-Hua Tan

We present a novel source separation model to decompose asingle-channel speech signal into two speech segments belonging to two different speakers. The proposed model is a neural network based on residual blocks, and uses learnt speaker…

声音 · 计算机科学 2019-06-25 Shuo Liu , Gil Keren , Björn Schuller

Modular AI systems can be developed using LLM-prompts-based modules to minimize deployment time even for complex tasks. However, these systems do not always perform well and improving them using the data traces collected from a deployment…

机器学习 · 计算机科学 2024-10-04 Karan Taneja , Ashok Goel

Noise robustness is essential for deploying automatic speech recognition (ASR) systems in real-world environments. One way to reduce the effect of noise interference is to employ a preprocessing module that conducts speech enhancement, and…

Multichannel active noise control (MCANC) is widely utilized to achieve significant noise cancellation area in the complicated acoustic field. Meanwhile, the filter-x least mean square (FxLMS) algorithm gradually becomes the benchmark…

音频与语音处理 · 电气工程与系统科学 2023-08-08 Dongyuan Shi , Woon-Seng Gan , Bhan Lam , Shulin Wen , Xiaoyi Shen

We study two cases of acoustic source localization in a reverberant room, from a number of point-wise narrowband measurements. In the first case, the room is perfectly known. We show that using a sparse recovery algorithm with a dictionary…

信息论 · 计算机科学 2013-07-19 Gilles Chardon , Laurent Daudet

In recent years, neural networks (NNs) have been widely applied in acoustic echo cancellation (AEC). However, existing approaches struggle to meet real-world low-latency and computational requirements while maintaining performance. To…

音频与语音处理 · 电气工程与系统科学 2025-08-11 Xingchen Li , Boyi Kang , Ziqian Wang , Zihan Zhang , Mingshuai Liu , Zhonghua Fu , Lei Xie

Geometrical approaches for room acoustics simulation have the advantage of requiring limited computational resources while still achieving a high perceptual plausibility. A common approach is using the image source model for direct and…

声音 · 计算机科学 2024-10-28 Siegfried Gündert , Stephan D. Ewert , Steven van de Par

It is a practical research topic how to deal with multi-device audio inputs by a single acoustic scene classification system with efficient design. In this work, we propose Residual Normalization, a novel feature normalization method that…

声音 · 计算机科学 2021-11-15 Byeonggeun Kim , Seunghan Yang , Jangho Kim , Simyung Chang
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