research
∙
06/15/2023
STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Events
While direction of arrival (DOA) of sound events is generally estimated ...
share
research
∙
06/14/2023
Permutation Invariant Recurrent Neural Networks for Sound Source Tracking Applications
Many multi-source localization and tracking models based on neural netwo...
research
∙
03/14/2023
Multi-Channel Masking with Learnable Filterbank for Sound Source Separation
This work proposes a learnable filterbank based on a multi-channel maski...
research
∙
11/30/2022
How to (virtually) train your sound source localizer
Learning-based methods have become ubiquitous in sound source localizati...
research
∙
10/26/2022
Position tracking of a varying number of sound sources with sliding permutation invariant training
Recent data- and learning-based sound source localization (SSL) methods ...
research
∙
06/04/2022
STARSS22: A dataset of spatial recordings of real scenes with spatiotemporal annotations of sound events
This report presents the Sony-TAu Realistic Spatial Soundscapes 2022 (ST...
research
∙
06/02/2022
Self-supervised Learning of Audio Representations from Audio-Visual Data using Spatial Alignment
Learning from audio-visual data offers many possibilities to express cor...
research
∙
10/29/2021
Differentiable Tracking-Based Training of Deep Learning Sound Source Localizers
Data-based and learning-based sound source localization (SSL) has shown ...
research
∙
07/26/2021
Joint Direction and Proximity Classification of Overlapping Sound Events from Binaural Audio
Sound source proximity and distance estimation are of great interest in ...
research
∙
07/20/2021
Assessment of Self-Attention on Learned Features For Sound Event Localization and Detection
Joint sound event localization and detection (SELD) is an emerging audio...
research
∙
06/22/2021
Deep neural network Based Low-latency Speech Separation with Asymmetric analysis-Synthesis Window Pair
Time-frequency masking or spectrum prediction computed via short symmetr...
research
∙
06/13/2021
A Dataset of Dynamic Reverberant Sound Scenes with Directional Interferers for Sound Event Localization and Detection
This report presents the dataset and baseline of Task 3 of the DCASE2021...
research
∙
09/06/2020
Overview and Evaluation of Sound Event Localization and Detection in DCASE 2019
Sound event localization and detection is a novel area of research that ...
research
∙
06/02/2020
A Dataset of Reverberant Spatial Sound Scenes with Moving Sources for Sound Event Localization and Detection
This report presents the dataset and the evaluation setup of the Sound E...
research
∙
03/02/2020
Multichannel Singing Voice Separation by Deep Neural Network Informed DOA Constrained CNMF
This work addresses the problem of multichannel source separation combin...
research
∙
05/21/2019
A multi-room reverberant dataset for sound event localization and detection
This paper presents the sound event localization and detection (SELD) ta...
research
∙
04/29/2019
Localization, Detection and Tracking of Multiple Moving Sound Sources with a Convolutional Recurrent Neural Network
This paper investigates the joint localization, detection, and tracking ...
research
∙
06/30/2018
Sound Event Localization and Detection of Overlapping Sources Using Convolutional Recurrent Neural Networks
In this paper, we propose a convolutional recurrent neural network for j...
research
∙
01/29/2018
Multichannel Sound Event Detection Using 3D Convolutional Neural Networks for Learning Inter-channel Features
In this paper, we propose a stacked convolutional and recurrent neural n...
research
∙
10/27/2017