[HTML][HTML] Localization of sound sources in robotics: A review

C Rascon, I Meza - Robotics and Autonomous Systems, 2017 - Elsevier
Sound source localization (SSL) in a robotic platform has been essential in the overall
scheme of robot audition. It allows a robot to locate a sound source by sound alone. It has an …

[HTML][HTML] A survey of sound source localization with deep learning methods

PA Grumiaux, S Kitić, L Girin, A Guérin - The Journal of the Acoustical …, 2022 - pubs.aip.org
This article is a survey of deep learning methods for single and multiple sound source
localization, with a focus on sound source localization in indoor environments, where …

A survey on sound source localization in robotics: From binaural to array processing methods

S Argentieri, P Danes, P Souères - Computer Speech & Language, 2015 - Elsevier
This paper attempts to provide a state-of-the-art of sound source localization in robotics.
Noticeably, this context raises original constraints—eg embeddability, real time, broadband …

Deep neural networks for multiple speaker detection and localization

W He, P Motlicek, JM Odobez - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
We propose to use neural networks for simultaneous detection and localization of multiple
sound sources in human-robot interaction. In contrast to conventional signal processing …

Towards end-to-end acoustic localization using deep learning: From audio signals to source position coordinates

JM Vera-Diaz, D Pizarro, J Macias-Guarasa - Sensors, 2018 - mdpi.com
This paper presents a novel approach for indoor acoustic source localization using
microphone arrays, based on a Convolutional Neural Network (CNN). In the proposed …

Neural network adaptation and data augmentation for multi-speaker direction-of-arrival estimation

W He, P Motlicek, JM Odobez - IEEE/ACM Transactions on …, 2021 - ieeexplore.ieee.org
Deep neural networks have been successfully applied to sound direction-of-arrival
estimation under challenging conditions. However, such a learning-based approach …

Sound source localization using a convolutional neural network and regression model

TH Tan, YT Lin, YL Chang, M Alkhaleefah - Sensors, 2021 - mdpi.com
In this research, a novel sound source localization model is introduced that integrates a
convolutional neural network with a regression model (CNN-R) to estimate the sound source …

Adaptation of multiple sound source localization neural networks with weak supervision and domain-adversarial training

W He, P Motlicek, JM Odobez - ICASSP 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Despite the recent success of deep neural network-based approaches in sound source
localization, these approaches suffer the limitations that the required annotation process is …

Multitask learning of time-frequency CNN for sound source localization

C Pang, H Liu, X Li - IEEE Access, 2019 - ieeexplore.ieee.org
Sound source localization (SSL) is an important technique for many audio processing
systems, such as speech enhancement/recognition and human-robot interaction. Although …

Deepear: Sound localization with binaural microphones

Q Yang, Y Zheng - IEEE Transactions on Mobile Computing, 2022 - ieeexplore.ieee.org
The binaural microphone, which refers to a pair of microphones with artificial human-shaped
ears, is widely used in hearing aids and spatial audio recording to improve sound quality. It …