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Augmented listening devices such as hearing aids often perform poorly in noisy and reverberant environments with many competing sound sources. Large distributed microphone arrays can improve performance, but data from remote microphones…

音频与语音处理 · 电气工程与系统科学 2019-12-12 Ryan M. Corey , Matthew D. Skarha , Andrew C. Singer

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…

The objective of the sound source localization task is to enable machines to detect the location of sound-making objects within a visual scene. While the audio modality provides spatial cues to locate the sound source, existing approaches…

多媒体 · 计算机科学 2023-08-21 Sung Jin Um , Dongjin Kim , Jung Uk Kim

The objective of this paper is to perform audio-visual sound source separation, i.e.~to separate component audios from a mixture based on the videos of sound sources. Moreover, we aim to pinpoint the source location in the input video…

计算机视觉与模式识别 · 计算机科学 2021-04-20 Lingyu Zhu , Esa Rahtu

With millimeter wave wireless communications, the resulting radiation reflects on most visible objects, creating rich multipath environments, namely in urban scenarios. The radiation captured by a listening device is thus shaped by the…

信号处理 · 电气工程与系统科学 2018-04-12 João Gante , Gabriel Falcão , Leonel Sousa

To achieve human-like behaviour during speech interactions, it is necessary for a humanoid robot to estimate the location of a human talker. Here, we present a method to optimize the parameters used for the direction of arrival (DOA)…

机器人学 · 计算机科学 2023-07-25 Pranav Barot , Katja Mombaur , Ewen MacDonald

Natural human-robot interaction in complex and unpredictable environments is one of the main research lines in robotics. In typical real-world scenarios, humans are at some distance from the robot and the acquired signals are strongly…

机器人学 · 计算机科学 2015-09-04 Xavier Alameda-Pineda , Radu Horaud

We propose an efficient method to estimate source power spectral densities (PSDs) in a multi-source reverberant environment using a spherical microphone array. The proposed method utilizes the spatial correlation between the spherical…

声音 · 计算机科学 2018-05-21 Abdullah Fahim , Prasanga N. Samarasinghe , Thushara D. Abhayapala

Mobile robots are becoming increasingly important both for individuals and industries. Mobile robotic technology is not only utilised by experts in this field but is also very popular among amateurs. However, implementing a mobile robot to…

机器人学 · 计算机科学 2018-10-23 Yanan Liu , Rui Fan , Bin Yu , M. Junaid Bocus , Ming Liu , Hepeng Ni , Jiahe Fan , Shixin Mao

We propose BeamTransformer, an efficient architecture to leverage beamformer's edge in spatial filtering and transformer's capability in context sequence modeling. BeamTransformer seeks to optimize modeling of sequential relationship among…

声音 · 计算机科学 2021-09-10 Siqi Zheng , Shiliang Zhang , Weilong Huang , Qian Chen , Hongbin Suo , Ming Lei , Jinwei Feng , Zhijie Yan

Multi-channel speech separation using speaker's directional information has demonstrated significant gains over blind speech separation. However, it has two limitations. First, substantial performance degradation is observed when the coming…

声音 · 计算机科学 2023-02-28 Rongzhi Gu , Shi-Xiong Zhang , Dong Yu

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

Recent data- and learning-based sound source localization (SSL) methods have shown strong performance in challenging acoustic scenarios. However, little work has been done on adapting such methods to track consistently multiple sources…

音频与语音处理 · 电气工程与系统科学 2023-06-06 David Diaz-Guerra , Archontis Politis , Tuomas Virtanen

Speech separation with several speakers is a challenging task because of the non-stationarity of the speech and the strong signal similarity between interferent sources. Current state-of-the-art solutions can separate well the different…

信号处理 · 电气工程与系统科学 2021-02-09 Nicolas Furnon , Romain Serizel , Irina Illina , Slim Essid

A popular method to estimate the positions or directions-of-arrival (DOAs) of multiple sound sources using an array of microphones is based on steered-response power (SRP) beamforming. For a three-dimensional scenario, SRP-based methods…

音频与语音处理 · 电气工程与系统科学 2026-04-21 Klaus Brümann , Simon Doclo

Localization is the challenge of determining the robot's pose in a mapped environment. This is done by implementing a probabilistic algorithm to filter noisy sensor measurements and track the robot's position and orientation. This paper…

机器人学 · 计算机科学 2025-01-03 Sagarnil Das

This paper introduces a state-machine model for a multi-modal, multi-robot environmental sensing algorithm tailored to dynamic real-world settings. The algorithm uniquely combines two exploration strategies for gas source localization and…

机器人学 · 计算机科学 2024-07-02 Vu Phi Tran , Asanka G. Perera , Matthew A. Garratt , Kathryn Kasmarik , Sreenatha G. Anavatti

Speakers may move around while diarisation is being performed. When a microphone array is used, the instantaneous locations of where the sounds originated from can be estimated, and previous investigations have shown that such information…

声音 · 计算机科学 2021-09-24 Jeremy H. M. Wong , Yifan Gong

Mobile robots require basic information to navigate through an environment: they need to know where they are (localization) and they need to know where they are going. For the latter, robots need a map of the environment. Using sensors of a…

应用统计 · 统计学 2007-09-14 Anita Araneda , Stephen E. Fienberg , Alvaro Soto

This study proposes a new Gaussian Mixture Filter (GMF) to improve the estimation performance for the autonomous robotic radio signal source search and localization problem in unknown environments. The proposed filter is first tested with a…

机器人学 · 计算机科学 2025-06-16 Sukkeun Kim , Sangwoo Moon , Ivan Petrunin , Hyo-Sang Shin , Shehryar Khattak