A survey of audio classification using deep learning

K Zaman, M Sah, C Direkoglu, M Unoki - IEEE Access, 2023 - ieeexplore.ieee.org
Deep learning can be used for audio signal classification in a variety of ways. It can be used
to detect and classify various types of audio signals such as speech, music, and …

S-transform and gaussian mixture model for acoustic scene classification

SK Srivastava - International Journal of Advances in Signal and …, 2020 - xlescience.org
Abstract In this study, Acoustic Scene Classification (ASC) system is designed with the help
of S-transform and Gaussian Mixture Model (GMM). The S-transform is an extension of …

Audio Detection using Mel-frequency Cepstral Coefficients

U Jithendra, U Mittal, P Chawla - 2021 9th International …, 2021 - ieeexplore.ieee.org
The lack of benchmark findings for comparison with any suggested approach is one of the
most fundamental challenges in sound event detection research. Distinct research explore …

A Comparative Study on Approaches to Acoustic Scene Classification Using CNNs

IJ Ananya, S Suad, SH Choudhury… - … Conference on Artificial …, 2021 - Springer
Acoustic scene classification is a process of characterizing and classifying the environments
from sound recordings. The first step is to generate features (representations) from the …

Convolutional Neural Network-based Acoustic Scene Classification using Litis Rouen Dataset

A Haider, SMA Shah, SA Irtaza… - 2021 Mohammad Ali …, 2021 - ieeexplore.ieee.org
The goal of acoustic scene classification (ASC) is to automatically classify the environment
based on an audio recording of the situation. It has become a significant but difficult issue in …

Spectrogram Images Based Identification of Bird Species Using Convolutional Neural Networks

JF Awrahman - 2021 - acikerisim.karabuk.edu.tr
An important issue in ecology is interaction between organisms and their environments,
monitoring the populations of animals, due to the threat of climate change [1]. The use of …

Audio Scene Classification Based on Convolutional Neural Networks: An Evaluation of Multiple Features and Topologies in Short Time Segments

JY Morales, JD Castillo, BM León… - AETA 2019-Recent …, 2021 - Springer
The classification of acoustic scenes has been gaining importance in recent years, either
because of the applications that it may have or because of the challenge of implementing a …

Clasificador de escenas acústicas basado en redes neuronales artificiales y análisis de componentes principales

BM León Martínez, JD Castillo Cruz - repository.udistrital.edu.co
La clasificación acústica de escenas ha venido cobrando importancia en los últimos años,
por una parte, son interesantes las aplicaciones que puede tener y adicionalmente …

Acoustic Scene Classification Using Convolutional Neural Network

S Akshara, R Hemapriyalakshmi, S Keerthana… - Soft Computing and …, 2020 - Springer
This proposed research work presents acoustic scene classification (ASC) which is an
errand to relate a semantic name to a sound stream that distinguishes the environment in …