[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 …

STARSS23: An audio-visual dataset of spatial recordings of real scenes with spatiotemporal annotations of sound events

K Shimada, A Politis, P Sudarsanam… - Advances in neural …, 2023 - proceedings.neurips.cc
While direction of arrival (DOA) of sound events is generally estimated from multichannel
audio data recorded in a microphone array, sound events usually derive from visually …

Multi-accdoa: Localizing and detecting overlap** sounds from the same class with auxiliary duplicating permutation invariant training

K Shimada, Y Koyama, S Takahashi… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Sound event localization and detection (SELD) involves identifying the direction-of-arrival
(DOA) and the event class. The SELD methods with a class-wise output format make the …

Salsa: Spatial cue-augmented log-spectrogram features for polyphonic sound event localization and detection

TNT Nguyen, KN Watcharasupat… - … on Audio, Speech …, 2022 - ieeexplore.ieee.org
Sound event localization and detection (SELD) consists of two subtasks, which are sound
event detection and direction-of-arrival estimation. While sound event detection mainly relies …

A hybrid neural coding approach for pattern recognition with spiking neural networks

X Chen, Q Yang, J Wu, H Li… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Recently, brain-inspired spiking neural networks (SNNs) have demonstrated promising
capabilities in solving pattern recognition tasks. However, these SNNs are grounded on …

SALSA-Lite: A fast and effective feature for polyphonic sound event localization and detection with microphone arrays

TNT Nguyen, DL Jones… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Polyphonic sound event localization and detection (SELD) has many practical applications
in acoustic sensing and monitoring. However, the development of real-time SELD has been …

Sound event detection and localization with distance estimation

DA Krause, A Politis, A Mesaros - 2024 32nd European Signal …, 2024 - ieeexplore.ieee.org
Sound Event Detection and Localization (SELD) is a combined task of identifying sound
events and their corresponding direction-of-arrival (DOA). While this task has numerous …

An experimental study on sound event localization and detection under realistic testing conditions

S Niu, J Du, Q Wang, L Chai, H Wu… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
We study four data augmentation (DA) techniques and two model architectures on realistic
data for sound event localization and detection (SELD). First, based on ResNet-Conformer …

Cooperative scene-event modelling for acoustic scene classification

Y Hou, B Kang, A Mitchell, W Wang… - … ACM transactions on …, 2023 - ieeexplore.ieee.org
Acoustic scene classification (ASC) can be helpful for creating context awareness for
intelligent robots. Humans naturally use the relations between acoustic scenes (AS) and …