A sound event detection based on hybrid convolution neural network and random forest

MASM Afendi, M Yusoff - IAES International Journal of …, 2022 - search.proquest.com
Sound event detection (SED) assists in the detainment of intruders. In recent decades,
several SED methods such as support vector machine (SVM), K-Means clustering, principal …

[PDF][PDF] Review of anomalous sound event detection approaches

ASM Afendi, M Yusoff - IAES …, 2019 - download.garuda.kemdikbud.go.id
This paper presents a review of anomalous sound event detection (SED) approaches. SED
is becoming more applicable for real-world appliactaions such as security, fire determination …

Sound event detection using deep neural networks

SH Jung, YJ Chung - … Computing Electronics and Control), 2020 - telkomnika.uad.ac.id
We applied various architectures of deep neural networks for sound event detection and
compared their performance using two different datasets. Feed forward neural network …

Dilated-gated convolutional neural network with a new loss function on sound event detection

KX He, WQ Zhang, J Liu, Y Liu - 2019 Asia-Pacific Signal and …, 2019 - ieeexplore.ieee.org
In this paper, we propose a new method for rare sound event detection. Compared with
conventional Convolutional Recurrent Neural Network (CRNN), we devise a Dilated-Gated …

Audio sound determination using feature space attention based convolution recurrent neural network

X Xia, J Pan, Y Wang - ICASSP 2020-2020 IEEE International …, 2020 - ieeexplore.ieee.org
The classification framework has been popularly adopted to perform sound event detection.
However, the existing neural network based classification based approaches treat each …

Nas-dymc: Nas-based dynamic multi-scale convolutional neural network for sound event detection

J Wang, P Yao, F Deng, J Tan, C Song… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
CNN+ RNN models have become the mainstream approach for semi-supervised sound
event detection, and the CNN part is mainly a stack of several 2D convolutional layers to …

Sound event detection for human safety and security in noisy environments

M Neri, F Battisti, A Neri, M Carli - IEEE Access, 2022 - ieeexplore.ieee.org
The objective of a sound event detector is to recognize anomalies in an audio clip and return
their onset and offset. However, detecting sound events in noisy environments is a …

Forest Sound Event Detection with Convolutional Recurrent Neural Network-Long Short-Term Memory

MN Zaini, M Yusoff, MA Sadikin - Journal of Advanced …, 2023 - semarakilmu.com.my
Sound event detection tackles an audio environment's complex sound analysis and
recognition problem. The process involves localizing and classifying sounds mainly to …

Sound event detection in domestic environment using frequency-dynamic convolution and local attention

GA Cheimariotis, N Mitianoudis - Information, 2023 - mdpi.com
This work describes a methodology for sound event detection in domestic environments.
Efficient solutions in this task can support the autonomous living of the elderly. The …

Improved Multi-Model Classification Technique for Sound Event Detection in Urban Environments

MS Khan, M Shah, A Khan, A Aldweesh, M Ali… - Applied Sciences, 2022 - mdpi.com
Sound event detection (SED) plays an important role in understanding the sounds in
different environments. Recent studies on standardized datasets have shown the growing …