[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 …

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 …

Fast environmental sound classification based on resource adaptive convolutional neural network

Z Fang, B Yin, Z Du, X Huang - Scientific Reports, 2022 - nature.com
Recently, with the construction of smart city, the research on environmental sound
classification (ESC) has attracted the attention of academia and industry. The development …

Sound events localization and detection using bio-inspired gammatone filters and temporal convolutional neural networks

KGR Jacome, FL Grijalva… - IEEE/ACM transactions …, 2023 - ieeexplore.ieee.org
The auditory brain circuits are biologically constructed to recand localize sounds by
encoding a combination of cues that help individuals interpret sounds. The development of …

A track-wise ensemble event independent network for polyphonic sound event localization and detection

J Hu, Y Cao, M Wu, Q Kong, F Yang… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Polyphonic sound event localization and detection (SELD) aims at detecting types of sound
events with corresponding temporal activities and spatial locations. In this paper, a trackwise …

[PDF][PDF] Many-to-Many Audio Spectrogram Tansformer: Transformer for Sound Event Localization and Detection.

S Park, Y Jeong, T Lee - DCASE, 2021 - dcase.community
Over the past few years, convolutional neural networks (CNNs) have been established as
the core architecture for audio classification and detection. In particular, a hybrid model that …

Wearable SELD dataset: Dataset for sound event localization and detection using wearable devices around head

K Nagatomo, M Yasuda, K Yatabe… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Sound event localization and detection (SELD) is a combined task of identifying the sound
event and its direction. Deep neural networks (DNNs) are utilized to associate them with the …

HAAC: Hierarchical audio augmentation chain for ACCDOA described sound event localization and detection

S Wu, Y Wang, Z Hu, J Liu - Applied Acoustics, 2023 - Elsevier
The goal of sound event localization and detection (SELD) is to detect the temporal
occurrence activity of a known set of sound events and locate them in the spatial space. We …