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We explore active audio-visual separation for dynamic sound sources, where an embodied agent moves intelligently in a 3D environment to continuously isolate the time-varying audio stream being emitted by an object of interest. The agent…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Sagnik Majumder , Kristen Grauman

Fiber optic sensing is becoming an important means to physically secure today's network infrastructure. However, a network-wide deployment of the monitors will require cost reduction of the interrogator system, which can only be achieved by…

仪器与探测器 · 物理学 2023-06-08 André Sandmann , Florian Azendorf , Saif Alnairat , Michael Eiselt

Sound sources localization using multichannel signal processing has been a subject of active research for decades. In recent years, the use of deep learning in audio signal processing has allowed to drastically improve performances for…

音频与语音处理 · 电气工程与系统科学 2021-06-16 Hadrien Pujol , Éric Bavu , Alexandre Garcia

We present BEAMER: a new spatially exploitative approach to learning object detectors which shows excellent results when applied to the task of detecting objects in greyscale aerial imagery in the presence of ambiguous and noisy data. There…

计算机视觉与模式识别 · 计算机科学 2009-07-27 Damian Eads , Edward Rosten , David Helmbold

We introduce the active audio-visual source separation problem, where an agent must move intelligently in order to better isolate the sounds coming from an object of interest in its environment. The agent hears multiple audio sources…

计算机视觉与模式识别 · 计算机科学 2021-08-27 Sagnik Majumder , Ziad Al-Halah , Kristen Grauman

In this paper we consider the problem of localizing a set of broadband sources from a finite window of measurements. In the case of narrowband sources this can be reduced to the problem of spectral line estimation, where our goal is simply…

信号处理 · 电气工程与系统科学 2022-10-24 Coleman DeLude , Rakshith Sharma , Santhosh Karnik , Christopher Hood , Mark Davenport , Justin Romberg

Visual events are usually accompanied by sounds in our daily lives. We pose the question: Can the machine learn the correspondence between visual scene and the sound, and localize the sound source only by observing sound and visual scene…

计算机视觉与模式识别 · 计算机科学 2019-02-18 Arda Senocak , Tae-Hyun Oh , Junsik Kim , Ming-Hsuan Yang , In So Kweon

In this paper we present a new robust sound source localization and tracking method using an array of eight microphones (US patent pending) . The method uses a steered beamformer based on the reliability-weighted phase transform (RWPHAT)…

机器人学 · 计算机科学 2016-04-07 Jean-Marc Valin , François Michaud , Jean Rouat

Deep learning-based sound event localization and classification is an emerging research area within wireless acoustic sensor networks. However, current methods for sound event localization and classification typically rely on a single…

It has been demonstrated that acoustic-emission (AE), inspection of structures can offer advantages over other types of monitoring techniques in the detection of damage; namely, an increased sensitivity to damage, as well as an ability to…

应用统计 · 统计学 2023-12-12 C. A. Lindley , M. R. Jones , T. J. Rogers , E. J. Cross , R. S. Dwyer-Joyce , N. Dervilis , K. Worden

This letter proposes a new time domain absorption approach designed to reduce masking components of speech signals under noisy-reverberant conditions. In this method, the non-stationarity of corrupted signal segments is used to detect…

音频与语音处理 · 电气工程与系统科学 2020-02-19 G. Zucatelli , R. Coelho

We present a novel, robust sound source localization algorithm considering back-propagation signals. Sound propagation paths are estimated by generating direct and reflection acoustic rays based on ray tracing in a backward manner. We then…

声音 · 计算机科学 2019-02-26 Inkyu An , Doheon Lee , Byeongho Jo , Jung-Woo Choi , Sung-Eui Yoon

Modelling the noise emitted by turbulent jets is made difficult by their acoustic inefficiency: only a tiny fraction of the near-field turbulent kinetic energy is propagated to the far field as acoustic waves. As a result, jet-noise models…

流体动力学 · 物理学 2023-07-05 Ugur Karban , Benjamin Bugeat , Aaron Towne , Lutz Lesshafft , Anurag Agarwal , Peter Jordan

As humans, we hear sound every second of our life. The sound we hear is often affected by the acoustics of the environment surrounding us. For example, a spacious hall leads to more reverberation. Room Impulse Responses (RIR) are commonly…

人工智能 · 计算机科学 2023-10-10 Yinfeng Yu , Changan Chen , Lele Cao , Fangkai Yang , Fuchun Sun

We discuss the localization of radiation sources whose number and other relevant parameters are not known in advance. The data collection is ensured by an autonomous mobile robot that performs a survey in a defined region of interest…

机器人学 · 计算机科学 2023-09-28 Tomas Lazna , Ludek Zalud

Identifying a gas source in turbulent environments presents a significant challenge for critical applications such as environmental monitoring and emergency response. This issue is addressed through an approach that combines distributed IoT…

Localizing visual sounds consists on locating the position of objects that emit sound within an image. It is a growing research area with potential applications in monitoring natural and urban environments, such as wildlife migration and…

声音 · 计算机科学 2022-04-12 Ho-Hsiang Wu , Magdalena Fuentes , Prem Seetharaman , Juan Pablo Bello

Understanding the locations of occupants in a commercial built environment is critical for realizing energy savings by delivering lighting, heating, and cooling only where it is needed. The key to achieving this goal is being able to…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Hao Lu , Richard J. Radke

This paper compares machine learning approaches with different input data formats for the classification of acoustic emission (AE) signals. AE signals are a promising monitoring technique in many structural health monitoring applications.…

信号处理 · 电气工程与系统科学 2025-01-03 Uditha Muthumala , Yuxuan Zhang , Luciano Sebastian Martinez-Rau , Sebastian Bader

In the analysis of acoustic scenes, often the occurring sounds have to be detected in time, recognized, and localized in space. Usually, each of these tasks is done separately. In this paper, a model-based approach to jointly carry them out…

声音 · 计算机科学 2017-12-20 Rupayan Chakraborty , Climent Nadeu