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Sound Event Detection

14 papers with code ยท Audio

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Memory Controlled Sequential Self Attention for Sound Recognition

13 May 2020

In this paper we investigate the importance of the extent of memory in sequential self attention for sound recognition.

SOUND EVENT DETECTION

Incremental Learning Algorithm for Sound Event Detection

26 Mar 2020

The neural adapter layer facilitates the target model to learn new sound events with minimal training data and maintaining the performance of the previously learned sound events similar to the source model.

SOUND EVENT DETECTION

A Comparative Study of Western and Chinese Classical Music based on Soundscape Models

20 Feb 2020

In this study, we examine whether we can analyze and compare Western and Chinese classical music based on soundscape models.

EMOTION RECOGNITION MUSIC EMOTION RECOGNITION SOUND EVENT DETECTION TRANSFER LEARNING

Active Learning for Sound Event Detection

12 Feb 2020

Training with recordings as context outperforms training with only annotated segments.

ACTIVE LEARNING CHANGE POINT DETECTION SOUND EVENT DETECTION

Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms

29 Jan 2020

This paper addresses the application of sound event detection at the edge, by optimizing deep learning techniques on resource-constrained embedded platforms for the IoT.

QUANTIZATION SOUND EVENT DETECTION

Weakly Labeled Sound Event Detection Using Tri-training and Adversarial Learning

14 Oct 2019

This paper considers a semi-supervised learning framework for weakly labeled polyphonic sound event detection problems for the DCASE 2019 challenge's task4 by combining both the tri-training and adversarial learning.

SOUND EVENT DETECTION

Sound Event Detection in Multichannel Audio using Convolutional Time-Frequency-Channel Squeeze and Excitation

4 Aug 2019

In this study, we introduce a convolutional time-frequency-channel "Squeeze and Excitation" (tfc-SE) module to explicitly model inter-dependencies between the time-frequency domain and multiple channels.

SOUND EVENT DETECTION

The NIGENS General Sound Events Database

21 Feb 2019

Computational auditory scene analysis is gaining interest in the last years.

SOUND EVENT DETECTION SPEECH RECOGNITION

Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events

17 Dec 2018

Learning from data in the quaternion domain enables us to exploit internal dependencies of 4D signals and treating them as a single entity.

SOUND EVENT DETECTION

Polyphonic Sound Event Detection by using Capsule Neural Network

15 Oct 2018

Artificial sound event detection (SED) has the aim to mimic the human ability to perceive and understand what is happening in the surroundings.

SOUND EVENT DETECTION