AI Chat AI Image Generator AI Video Text to Speech

A report on sound event detection with different binaural features

10/09/2017

∙

by Sharath Adavanne, et al.

∙

∙

In this paper, we compare the performance of using binaural audio features in place of single-channel features for sound event detection. Three different binaural features are studied and evaluated on the publicly available TUT Sound Events 2017 dataset of length 70 minutes. Sound event detection is performed separately with single-channel and binaural features using stacked convolutional and recurrent neural network and the evaluation is reported using standard metrics of error rate and F-score. The studied binaural features are seen to consistently perform equal to or better than the single-channel features with respect to error rate metric.

Sharath Adavanne
18 publications
Tuomas Virtanen
68 publications

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...

0 Sharath Adavanne, et al. ∙

research

∙ 10/09/2017

Sound event detection using weakly labeled dataset with stacked convolutional and recurrent neural network

This paper proposes a neural network architecture and training scheme to...

0 Sharath Adavanne, et al. ∙

research

∙ 02/23/2021

Improving Deep Learning Sound Events Classifiers using Gram Matrix Feature-wise Correlations

In this paper, we propose a new Sound Event Classification (SEC) method ...

0 Antonio Joia Neto, et al. ∙

research

∙ 07/10/2020

Conditioned Time-Dilated Convolutions for Sound Event Detection

Sound event detection (SED) is the task of identifying sound events alon...

0 Konstantinos Drossos, et al. ∙

research

∙ 06/18/2023

Channel-Spatial-Based Few-Shot Bird Sound Event Detection

In this paper, we propose a model for bird sound event detection that fo...

0 Lingwen Liu, et al. ∙

research

∙ 08/13/2019

Estimating Mitigating the Impact of Acoustic Environments on Machine-to-Machine Signalling

The advance of technology for transmitting Data-over-Sound in various Io...

0 Amogh Matt, et al. ∙

research

∙ 07/19/2019

Language Modelling for Sound Event Detection with Teacher Forcing and Scheduled Sampling

A sound event detection (SED) method typically takes as an input a seque...

0 Konstantinos Drossos, et al. ∙