[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 …

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 …

A dataset of dynamic reverberant sound scenes with directional interferers for sound event localization and detection

A Politis, S Adavanne, D Krause, A Deleforge… - arxiv preprint arxiv …, 2021 - arxiv.org
This report presents the dataset and baseline of Task 3 of the DCASE2021 Challenge on
Sound Event Localization and Detection (SELD). The dataset is based on emulation of real …

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 …, 2024 - 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 …

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 …

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 …

SoundDet: Polyphonic moving sound event detection and localization from raw waveform

Y He, N Trigoni, A Markham - International Conference on …, 2021 - proceedings.mlr.press
We present a new framework SoundDet, which is an end-to-end trainable and light-weight
framework, for polyphonic moving sound event detection and localization. Prior methods …

META-SELD: Meta-learning for fast adaptation to the new environment in sound event localization and detection

J Hu, Y Cao, M Wu, F Yang, Z Yu, W Wang… - arxiv preprint arxiv …, 2023 - arxiv.org
For learning-based sound event localization and detection (SELD) methods, different
acoustic environments in the training and test sets may result in large performance …

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 …

Ensemble of ACCDOA-and EINV2-based systems with D3Nets and impulse response simulation for sound event localization and detection

K Shimada, N Takahashi, Y Koyama… - arxiv preprint arxiv …, 2021 - arxiv.org
This report describes our systems submitted to the DCASE2021 challenge task 3: sound
event localization and detection (SELD) with directional interference. Our previous system …