Acoustic scene classification: a comprehensive survey

B Ding, T Zhang, C Wang, G Liu, J Liang, R Hu… - Expert Systems with …, 2023 - Elsevier
Acoustic scene classification (ASC) has gained significant interest recently due to its diverse
applications. Various audio signal processing and machine learning methods have been …

Fusion of acoustic and deep features for pig cough sound recognition

W Shen, N Ji, Y Yin, B Dai, D Tu, B Sun, H Hou… - … and Electronics in …, 2022 - Elsevier
The recognition of pig cough sound is a prerequisite for early warning of respiratory
diseases in pig houses, which is essential for detecting animal welfare and predicting …

An analysis of state-of-the-art activation functions for supervised deep neural network

A Nguyen, K Pham, D Ngo, T Ngo… - … Conference on System …, 2021 - ieeexplore.ieee.org
This paper provides an analysis of state-of-the-art activation functions with respect to
supervised classification of deep neural network. These activation functions comprise of …

Acoustic scene classification with squeeze-excitation residual networks

J Naranjo-Alcazar, S Perez-Castanos… - IEEE …, 2020 - ieeexplore.ieee.org
Acoustic scene classification (ASC) is a problem related to the field of machine listening
whose objective is to classify/tag an audio clip in a predefined label describing a scene …

Deep‐learning‐based seizure detection and prediction from electroencephalography signals

FE Ibrahim, HM Emara, W El‐Shafai… - International Journal …, 2022 - Wiley Online Library
Electroencephalography (EEG) is among the main tools used for analyzing and diagnosing
epilepsy. The manual analysis of EEG must be conducted by highly trained clinicians or …

Lightweight deep neural networks for acoustic scene classification and an effective visualization for presenting sound scene contexts

L Pham, D Ngo, D Salovic, A Jalali, A Schindler… - Applied Acoustics, 2023 - Elsevier
In this paper, we propose lightweight deep neural networks for Acoustic Scene Classification
(ASC) and a visualization method for presenting a sound scene context. To this end, we first …

Deep mutual attention network for acoustic scene classification

W Xie, Q He, Z Yu, Y Li - Digital Signal Processing, 2022 - Elsevier
Fusion strategies that utilize time-frequency features have achieved superior performance in
acoustic scene classification tasks. However, the existing fusion schemes are mainly …

Acoustic Scene Classification using Deep Fisher network

S Venkatesh, M Mulimani, SG Koolagudi - Digital Signal Processing, 2023 - Elsevier
Abstract Acoustic Scene Classification (ASC) is the task of assigning a semantic label to an
audio recording, based on the surrounding environment. In this work, a Fisher network is …

[HTML][HTML] Acoustic scene classification based on three-dimensional multi-channel feature-correlated deep learning networks

Y Qu, X Li, Z Qin, Q Lu - Scientific Reports, 2022 - nature.com
As an effective approach to perceive environments, acoustic scene classification (ASC) has
received considerable attention in the past few years. Generally, ASC is deemed a …

[HTML][HTML] Binaural acoustic scene classification using wavelet scattering, parallel ensemble classifiers and nonlinear fusion

V Hajihashemi, AA Gharahbagh, PM Cruz, MC Ferreira… - Sensors, 2022 - mdpi.com
The analysis of ambient sounds can be very useful when developing sound base intelligent
systems. Acoustic scene classification (ASC) is defined as identifying the area of a recorded …