Self-supervised learning for environmental sound classification

AM Tripathi, A Mishra - Applied Acoustics, 2021 - Elsevier
Abstract Environmental Sound Classification (ESC) is one of the most challenging tasks in
signal processing, digital forensic and machine learning. Numerous methods have been …

Environment sound classification using an attention-based residual neural network

AM Tripathi, A Mishra - Neurocomputing, 2021 - Elsevier
Complexity of environmental sounds impose numerous challenges for their classification.
The performance of Environmental Sound Classification (ESC) depends greatly on how …

Data augmentation guided knowledge distillation for environmental sound classification

AM Tripathi, K Paul - Neurocomputing, 2022 - Elsevier
Environmental sound classification (ESC) is an increasingly relevant field of research in
recent years but has high computational overhead in its classification of environmental …

Frequency-based CNN and attention module for acoustic scene classification

N Aryal, SW Lee - Applied Acoustics, 2023 - Elsevier
Acoustic scene classification (ASC) is an audio classification task that identifies the
environment in which sounds are recorded. Audio-related machine learning algorithms …

Deep learning-based MIMO and NOMA energy conservation and sum data rate management system

A Bhardwaj, R Raman, J Singh, K Pant… - 2023 3rd …, 2023 - ieeexplore.ieee.org
Future communication networks will require innovative ways to meet the rising expectations
for huge connection, low latency, and great reliability. A promising approach to increase …

Deep neural decision forest for acoustic scene classification

J Sun, X Liu, X Mei, J Zhao… - 2022 30th European …, 2022 - ieeexplore.ieee.org
Acoustic scene classification (ASC) aims to classify an audio clip based on the characteristic
of the recording environment. In this regard, deep learning based approaches have …

Wider or deeper neural network architecture for acoustic scene classification with mismatched recording devices

L Pham, K Tran, D Ngo, H Tang, S Phan… - Proceedings of the 4th …, 2022 - dl.acm.org
In this paper, we present a robust and low complexity model for Acoustic Scene
Classification (ASC), the task of identifying the scene of an audio recording. We firstly …

Scattering transform of averaged data augmentation for ensemble random subspace discriminant classifiers in audio recognition

CS Chin, XY Kek, TK Chan - 2021 7th International Conference …, 2021 - ieeexplore.ieee.org
The paper presents an audio-based context recognition system using ensemble classifiers
with wavelet feature extraction. The device-wise classification accuracy can be achieved …

[PDF][PDF] Convolutional recurrent neural network with auxiliary stream for robust variable-length acoustic scene classification

WG Choi, JH Chang - Proceedings of the Annual Conference of the …, 2022 - isca-archive.org
Deep learning has proven to be suitable for acoustic scene classification (ASC). Therefore, it
exhibits significant improvement in performance while using neural networks. However …

Investigation of performance of visual attention mechanisms for environmental sound classification: A comparative study

AM Tripathi, SR Behera, K Paul - 2022 International Joint …, 2022 - ieeexplore.ieee.org
Classification of environmental sound is an equally challenging task to classification of
human speech or music. In recent years, attention mechanism has gained considerable …