Domain generalization on efficient acoustic scene classification using residual normalization

B Kim, S Yang, J Kim, S Chang - arXiv preprint arXiv:2111.06531, 2021 - arxiv.org
It is a practical research topic how to deal with multi-device audio inputs by a single acoustic
scene classification system with efficient design. In this work, we propose Residual …

Acoustic scene classification with spectrogram processing strategies

H Wang, Y Zou, D Chong - arXiv preprint arXiv:2007.03781, 2020 - arxiv.org
Recently, convolutional neural networks (CNN) have achieved the state-of-the-art
performance in acoustic scene classification (ASC) task. The audio data is often transformed …

Adaptive time-frequency feature resolution network for acoustic scene classification

T Zhang, J Liang, G Feng - Applied Acoustics, 2022 - Elsevier
Convolutional neural networks with time-frequency feature representation for acoustic scene
classification have been attracting increasing attentions. However, most of the existing …

Acoustic scene classification with squeeze-excitation residual networks

J Naranjo-Alcazar, S Perez-Castanos… - IEEE …, 2020 - ieeexplore.ieee.org
Acoustic scene classification (ASC) is a problem related to the field of machine listening
whose objective is to classify/tag an audio clip in a predefined label describing a scene …

A two-stage approach to device-robust acoustic scene classification

H Hu, CHH Yang, X Xia, X Bai, X Tang… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
To improve device robustness, a highly desirable key feature of a competitive data-driven
acoustic scene classification (ASC) system, a novel two-stage system based on fully …

Device-robust acoustic scene classification based on two-stage categorization and data augmentation

H Hu, CHH Yang, X Xia, X Bai, X Tang, Y Wang… - arXiv preprint arXiv …, 2020 - arxiv.org
In this technical report, we present a joint effort of four groups, namely GT, USTC, Tencent,
and UKE, to tackle Task 1-Acoustic Scene Classification (ASC) in the DCASE 2020 …

Deep scalogram representations for acoustic scene classification

Z Ren, K Qian, Z Zhang, V Pandit… - IEEE/CAA Journal of …, 2018 - ieeexplore.ieee.org
Spectrogram representations of acoustic scenes have achieved competitive performance for
acoustic scene classification. Yet, the spectrogram alone does not take into account a …

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 …

[PDF][PDF] Acoustic scene classification using attention-based convolutional neural network

H Liang, Y Ma - Detection and Classification of Acoustic Scenes …, 2019 - dcase.community
This technical report describes the Task 1-Subtask A (Acoustic Scene Classification, ASC) of
the DCASE 2019 challenge whose goal is to classify a test audio recording into one of the …

Mixup-based acoustic scene classification using multi-channel convolutional neural network

K Xu, D Feng, H Mi, B Zhu, D Wang, L Zhang… - Advances in Multimedia …, 2018 - Springer
Audio scene classification, the problem of predicting class labels of audio scenes, has
drawn lots of attention during the last several years. However, it remains challenging and …