Robust, general, and low complexity acoustic scene classification systems and an effective visualization for presenting a sound scene context

L Pham, D Salovic, A Jalali, A Schindler, K Tran… - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we present a comprehensive analysis of Acoustic Scene Classification (ASC),
the task of identifying the scene of an audio recording from its acoustic signature. In …

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 …

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 …

[PDF][PDF] Attention-based convolutional neural networks for acoustic scene classification

Z Ren, Q Kong, K Qian, MD Plumbley, B Schuller - 2018 - opus.bibliothek.uni-augsburg.de
We propose a convolutional neural network (CNN) model based on an attention pooling
method to classify ten different acoustic scenes, participating in the acoustic scene …

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 …

Robust acoustic scene classification using a multi-spectrogram encoder-decoder framework

L Pham, H Phan, T Nguyen, R Palaniappan… - Digital Signal …, 2021 - Elsevier
This article proposes an encoder-decoder network model for Acoustic Scene Classification
(ASC), the task of identifying the scene of an audio recording from its acoustic signature. We …

[PDF][PDF] Acoustic scene classification based on ensemble system

B Ding, G Liu, J Liang - … of the Detection and Classification of …, 2019 - dcase.community
This technical report is for the Task 1A Acoustic scene classification of the IEEE AASP
Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE). In this …

AtResNet: Residual Atrous CNN with Multi-scale Feature Representation for Low Complexity Acoustic Scene Classification

A Madhu, K Suresh - Circuits, Systems, and Signal Processing, 2022 - Springer
Abstract Acoustic Scene Classification (ASC) aims to categorize real-world audio into one of
the predetermined classes that identifies the recording environment of the audio. State-of …

Cross-task pre-training for on-device acoustic scene classification

R Zhang, W Zou, X Li - arXiv preprint arXiv:1910.09935, 2019 - arxiv.org
Acoustic scene classification (ASC) and acoustic event detection (AED) are different but
related tasks. Acoustic events can provide useful information for recognizing acoustic …

A low-complexity deep learning framework for acoustic scene classification

L Pham, H Tang, A Jalali, A Schindler, R King… - Data Science–Analytics …, 2022 - Springer
In this paper, we presents a low-complexity deep learning frameworks for acoustic scene
classification (ASC). The proposed framework can be separated into three main steps: Front …