Low-complexity deep learning frameworks for acoustic scene classification using teacher-student scheme and multiple spectrograms
In this technical report, a low-complexity deep learning system for acoustic scene
classification (ASC) is presented. The proposed system comprises two main phases:(Phase …
classification (ASC) is presented. The proposed system comprises two main phases:(Phase …
[PDF][PDF] LOW-COMPLEXITY DEEP LEARNING SYSTEM FOR ACOUSTIC SCENE CLASSIFICATION USING TEACHER-STUDENT SCHEME AND MULTIPLE …
L Pham, C Le, D Ngo, A Jalali, A Schindler - dcase.community
In this technical report, a low-complexity deep learning system for acoustic scene
classification (ASC) is presented. The proposed system comprises two main phases:(Phase …
classification (ASC) is presented. The proposed system comprises two main phases:(Phase …
Light-Weight Deep Learning Models for Acoustic Scene Classification Using Teacher-Student Scheme and Multiple Spectrograms
In this paper, we present a light-weight deep learning based system for acoustic scene
classification (ASC), which is armed to be integrated into an Internet of Sound (IoS) system …
classification (ASC), which is armed to be integrated into an Internet of Sound (IoS) system …
Low-complexity CNNs for acoustic scene classification
A Singh, MD Plumbley - arXiv preprint arXiv:2207.11529, 2022 - arxiv.org
This paper presents a low-complexity framework for acoustic scene classification (ASC).
Most of the frameworks designed for ASC use convolutional neural networks (CNNs) due to …
Most of the frameworks designed for ASC use convolutional neural networks (CNNs) due to …
Deep Space Separable Distillation for Lightweight Acoustic Scene Classification
SQ Ye, Y Tian - arXiv preprint arXiv:2405.03567, 2024 - arxiv.org
Acoustic scene classification (ASC) is highly important in the real world. Recently, deep
learning-based methods have been widely employed for acoustic scene classification …
learning-based methods have been widely employed for acoustic scene classification …
[PDF][PDF] Acoustic scene classification using lightweight ResNet with attention
W Cao, Y Li, Q Huang - DCASE2021 Challenge, techreport, 2021 - dcase.community
This technical report describes our system for the subtask A (Low-Complexity Acoustic
Scene Classification with Multiple Devices) of Task1 (Acoustic Scene Classification) of the …
Scene Classification with Multiple Devices) of Task1 (Acoustic Scene Classification) of the …
[PDF][PDF] Low-complexity acoustic scene classification using simple CNN
B Ding - 2019 - dcase.community
This technical report describes our Acoustic Scene Classification systems for DCASE2021
challenge Task1A: Low-Complexity Acoustic Scene Classification with Multiple Devices. In …
challenge Task1A: Low-Complexity Acoustic Scene Classification with Multiple Devices. In …
Robust deep feature extraction method for acoustic scene classification
K Yao, J Yang, X Zhang, C Zheng… - 2019 IEEE 19th …, 2019 - ieeexplore.ieee.org
In recent years, increasing number of acoustic scene classification (ASC) methods are
based on deep learning models. In these models, the extraction of robust deep feature plays …
based on deep learning models. In these models, the extraction of robust deep feature plays …
[PDF][PDF] Acoustic scene classification with various deep classifiers
Y Liu, X Zhou, Y Long - Proceedings of the DCASE2020 …, 2020 - dcase.community
In this report, we describes the SHNU team's submission to the DCASE-2020 challenge
Task1-A (Acoustic Scene Classification with Multiple Devices). In our submissions, three …
Task1-A (Acoustic Scene Classification with Multiple Devices). In our submissions, three …
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network
This work is an improved system that we submitted to task 1 of DCASE2023 challenge. We
propose a method of low-complexity acoustic scene classification by a parallel attention …
propose a method of low-complexity acoustic scene classification by a parallel attention …