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This study presents a system for sound source localization in time domain using a deep residual neural network. Data from the linear 8 channel microphone array with 3 cm spacing is used by the network for direction estimation. We propose to…

声音 · 计算机科学 2018-08-21 Dmitry Suvorov , Ge Dong , Roman Zhukov

Beamforming is an imaging tool for the investigation of aeroacoustic phenomena and results in high dimensional data that is broken down to spectra by integrating spatial Regions Of Interest. This paper presents two methods that enable the…

声音 · 计算机科学 2021-09-29 Armin Goudarzi , Carsten Spehr , Steffen Herbold

Humans can robustly recognize and localize objects by using visual and/or auditory cues. While machines are able to do the same with visual data already, less work has been done with sounds. This work develops an approach for scene…

声音 · 计算机科学 2022-03-01 Dengxin Dai , Arun Balajee Vasudevan , Jiri Matas , Luc Van Gool

This paper deals with the problem of reconstructing the path of a vehicle in an unknown environment consisting of planar structures using sound. Many systems in the literature do this by using a loudspeaker and microphones mounted on a…

度量几何 · 数学 2024-03-04 Mireille Boutin , Gregor Kemper

The identification of sound sources is a common problem in acoustics. Different parameters are sought, among these are signal and position of the sources. We present an adjoint-based approach for sound source identification, which employs…

声音 · 计算机科学 2023-01-23 Mathias Lemke , Lewin Stein

Deep spatially selective filters achieve high-quality enhancement with real-time capable architectures for stationary speakers of known directions. To retain this level of performance in dynamic scenarios when only the speakers' initial…

音频与语音处理 · 电气工程与系统科学 2026-03-26 Jakob Kienegger , Timo Gerkmann

Conventional sound source localization methods are mostly based on a single microphone array that consists of multiple microphones. They are usually formulated as the estimation of the direction of arrival problem. In this paper, we propose…

音频与语音处理 · 电气工程与系统科学 2022-10-18 Yijun Gong , Shupei Liu , Xiao-Lei Zhang

In this paper we use the MAP criterion to locate a region containing a source. Sensors placed in a field of interest divide the latter into smaller regions and take measurements that are transmitted over noisy wireless channels. We propose…

最优化与控制 · 数学 2009-03-19 S. H. Dandach , F. Bullo

This paper proposes a novel joint multi-speaker tracking-and-separation method based on the generalized labeled multi-Bernoulli (GLMB) multi-target tracking filter, using sound mixtures recorded by microphones. Standard multi-speaker…

音频与语音处理 · 电气工程与系统科学 2018-04-17 Shoufeng Lin

Far-field speech recognition in noisy and reverberant conditions remains a challenging problem despite recent deep learning breakthroughs. This problem is commonly addressed by acquiring a speech signal from multiple microphones and…

音频与语音处理 · 电气工程与系统科学 2018-10-17 Zhong Meng , Shinji Watanabe , John R. Hershey , Hakan Erdogan

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

Many sound source localization (SSL) algorithms based on circular microphone array (CMA), including uniform circular array (UCA) and uniform concentric circular array (UCCA), have been well developed and verified via computer simulations…

音频与语音处理 · 电气工程与系统科学 2019-12-02 Zhe Zhang , Ming Wu , Xinyu Han , Jun Yang

The propagation of sound in a shallow water environment is characterized by boundary reflections from the sea surface and sea floor. These reflections result in multiple (indirect) sound propagation paths, which can degrade the performance…

声音 · 计算机科学 2017-10-31 Eric L. Ferguson , Stefan B. Williams , Craig T. Jin

This paper addresses the problem of sound-source localization from time-delay estimates using arbitrarily-shaped non-coplanar microphone arrays. A novel geometric formulation is proposed, together with a thorough algebraic analysis and a…

声音 · 计算机科学 2014-08-12 Xavier Alameda-Pineda , Radu Horaud

Mobile robots have the capability to work in real-time autonomously. Autonomous behavior is strictly dependent on knowing the position of the mobile robot. The positioning of a mobile robot in an indoor area is a difficult task for only one…

机器人学 · 计算机科学 2020-12-11 Hikmet Yucel , Gulin Elibol , Ugur Yayan

We introduce a real-time, multichannel speech enhancement algorithm which maintains the spatial cues of stereo recordings including two speech sources. Recognizing that each source has unique spatial information, our method utilizes a…

音频与语音处理 · 电气工程与系统科学 2024-02-02 Masahito Togami , Jean-Marc Valin , Karim Helwani , Ritwik Giri , Umut Isik , Michael M. Goodwin

We consider the sound ranging, or source localization, problem --- find the unknown source-point from known moments when the spherical wave of linearly, with time, increasing radius reaches known sensor-points --- in some non-proper metric…

泛函分析 · 数学 2019-11-01 Sergij V. Goncharov

Most recent work in visual sound source localization relies on semantic audio-visual representations learned in a self-supervised manner, and by design excludes temporal information present in videos. While it proves to be effective for…

声音 · 计算机科学 2023-04-18 Rajsuryan Singh , Pablo Zinemanas , Xavier Serra , Juan Pablo Bello , Magdalena Fuentes

Audio-visual sound source localization task aims to spatially localize sound-making objects within visual scenes by integrating visual and audio cues. However, existing methods struggle with accurately localizing sound-making objects in…

计算机视觉与模式识别 · 计算机科学 2025-06-25 Sung Jin Um , Dongjin Kim , Sangmin Lee , Jung Uk Kim

We present a novel approach to the 3D sound source localization task for distributed ad-hoc microphone arrays by formulating it as a set-to-set regression problem. By training a multi-modal masked autoencoder model that operates on audio…

音频与语音处理 · 电气工程与系统科学 2024-12-17 Axel Berg , Jens Gulin , Mark O'Connor , Chuteng Zhou , Karl Åström , Magnus Oskarsson