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 …

A comprehensive review of polyphonic sound event detection

TK Chan, CS Chin - IEEE Access, 2020 - ieeexplore.ieee.org
One of the most amazing functions of the human auditory system is the ability to detect all
kinds of sound events in the environment. With the technologies and hardware advances …

Multi-scale semantic feature fusion and data augmentation for acoustic scene classification

L Yang, L Tao, X Chen, X Gu - Applied Acoustics, 2020 - Elsevier
This paper investigates a multi-scale semantic feature fusion and data augmentation
approach for deep convolutional neural network (CNN) based acoustic scene classification …

Learning and fusing multimodal deep features for acoustic scene categorization

Y Yin, RR Shah, R Zimmermann - Proceedings of the 26th ACM …, 2018 - dl.acm.org
Convolutional Neural Networks (CNNs) have been widely applied to audio classification
recently where promising results have been obtained. Previous CNN-based systems mostly …

Learning hierarchy aware embedding from raw audio for acoustic scene classification

V Abrol, P Sharma - IEEE/ACM Transactions on Audio, Speech …, 2020 - ieeexplore.ieee.org
Recent advancements in modeling speech and audio signals using deep neural networks
have shown that systems learning both features and the classifier can be built directly from …

Acoustic scene clustering using joint optimization of deep embedding learning and clustering iteration

Y Li, M Liu, W Wang, Y Zhang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Recent efforts have been made on acoustic scene classification in the audio signal
processing community. In contrast, few studies have been conducted on acoustic scene …

Acoustic scene classification using deep audio feature and BLSTM network

Y Li, X Li, Y Zhang, W Wang, M Liu… - … Conference on Audio …, 2018 - ieeexplore.ieee.org
Although acoustic scene classification has been received great attention from researchers in
the field of audio signal processing, it is still a challenging and unsolved task to date. In this …

Polyphonic sound event detection using Mel-Pseudo constant Q-Transform and deep neural network

V Spoorthy, SG Koolagudi - IETE Journal of Research, 2023 - Taylor & Francis
The task of identification of sound events in a particular surrounding is known as Sound
Event Detection (SED) or Acoustic Event Detection (AED). The occurrence of sound events …

Sound event classification based on frequency-energy feature representation and two-stage data dimension reduction

Y Liu, H Fu, Y Wei, H Zhang - IEEE/ACM Transactions on Audio …, 2023 - ieeexplore.ieee.org
The classification of environmental sound events is of great significance for applications
such as machine hearing and acoustic surveillance. Feature representation and feature …

Domestic activity clustering from audio via depthwise separable convolutional autoencoder network

Y Li, W Cao, K Drossos… - 2022 IEEE 24th …, 2022 - ieeexplore.ieee.org
Automatic estimation of domestic activities from audio can be used to solve many problems,
such as reducing the labor cost for nursing the elderly people. This study focuses on solving …