Sound classification using convolutional neural network and tensor deep stacking network

A Khamparia, D Gupta, NG Nguyen, A Khanna… - IEEE …, 2019 - ieeexplore.ieee.org
In every aspect of human life, sound plays an important role. From personal security to
critical surveillance, sound is a key element to develop the automated systems for these …

A new pyramidal concatenated CNN approach for environmental sound classification

F Demir, M Turkoglu, M Aslan, A Sengur - Applied Acoustics, 2020 - Elsevier
Recently, there has been an incremental interest on Environmental Sound Classification
(ESC), which is an important topic of the non-speech audio classification task. A novel …

A new deep CNN model for environmental sound classification

F Demir, DA Abdullah, A Sengur - IEEE Access, 2020 - ieeexplore.ieee.org
Cognitive prediction in the complicated and active environments is of great importance role
in artificial learning. Classification accuracy of sound events has a robust relation with the …

Spectral images based environmental sound classification using CNN with meaningful data augmentation

Z Mushtaq, SF Su, QV Tran - Applied Acoustics, 2021 - Elsevier
In this study, an effective approach of spectral images based on environmental sound
classification using Convolutional Neural Networks (CNN) with meaningful data …

Urban sound classification using convolutional neural network and long short term memory based on multiple features

JK Das, A Ghosh, AK Pal, S Dutta… - … Computing in Data …, 2020 - ieeexplore.ieee.org
There are many sounds all around us and our brain can easily and clearly identify them.
Furthermore, our brain processes the received sound signals continuously and provides us …

Environmental sound classification using a regularized deep convolutional neural network with data augmentation

Z Mushtaq, SF Su - Applied Acoustics, 2020 - Elsevier
The adoption of the environmental sound classification (ESC) tasks increases very rapidly
over recent years due to its broad range of applications in our daily routine life. ESC is also …

Environment sound classification using a two-stream CNN based on decision-level fusion

Y Su, K Zhang, J Wang, K Madani - Sensors, 2019 - mdpi.com
With the popularity of using deep learning-based models in various categorization problems
and their proven robustness compared to conventional methods, a growing number of …

[HTML][HTML] Attention based convolutional recurrent neural network for environmental sound classification

Z Zhang, S Xu, S Zhang, T Qiao, S Cao - Neurocomputing, 2021 - Elsevier
Environmental sound classification (ESC) is a challenging problem due to the complexity of
sounds. The classification performance is heavily dependent on the effectiveness of …

Deep convolutional neural network with mixup for environmental sound classification

Z Zhang, S Xu, S Cao, S Zhang - Chinese conference on pattern …, 2018 - Springer
Environmental sound classification (ESC) is an important and challenging problem. In
contrast to speech, sound events have noise-like nature and may be produced by a wide …

Fast environmental sound classification based on resource adaptive convolutional neural network

Z Fang, B Yin, Z Du, X Huang - Scientific Reports, 2022 - nature.com
Recently, with the construction of smart city, the research on environmental sound
classification (ESC) has attracted the attention of academia and industry. The development …