[PDF][PDF] Cdnn-CRNN joined model for acoustic scene classification

L Pham, T Doan, DT Ngo, H Nguyen… - … and Classification of …, 2019 - dcase.community
This work proposes a deep learning framework applied for Acoustic Scene Classification
(ASC), targeting DCASE2019 task 1A. In general, the front-end process shows a …

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 …

Acoustic scene classification using deep convolutional neural network via transfer learning

M Ye, H Zhong, X Song, S Huang… - … Conference on Asian …, 2019 - ieeexplore.ieee.org
We use deep convolutional neural network via transfer learning for Acoustic Scene
Classification (ASC). For this purpose, a powerful and popular deep learning architecture …

[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 …

[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 …

[PDF][PDF] DCASE 2019 TASK 1A: Acoustic scene classification by SFCC and DNN

C Paseddula, SV Gangashetty - 2019 Challenge on Detection and …, 2019 - academia.edu
In this study, we dealt with the acoustic scene classification (ASC) task in the Detection and
Classification of Acoustic Scenes and Events (DCASE)-2019 challenge Task 1A. Single …

[HTML][HTML] Capturing discriminative information using a deep architecture in acoustic scene classification

H Shim, J Jung, J Kim, H Yu - Applied Sciences, 2021 - mdpi.com
Acoustic scene classification contains frequently misclassified pairs of classes that share
many common acoustic properties. Specific details can provide vital clues for distinguishing …

[PDF][PDF] Acoustic scene classification based on deep convolutional neural network with spatial-temporal attention pooling

H Zhenyi, J Dacan - DCASE 2019 Workshop Proceedings, 2019 - dcase.community
Acoustic scene classification is a challenging task in machine learning with limited data sets.
In this report, several different spectrograms are applied to classify the acoustic scenes …

[PDF][PDF] ADSC submission for DCASE 2017: Acoustic scene classification using deep residual convolutional neural networks

S Zhao, TNT Nguyen, WS Gan… - Proceedings of the …, 2017 - dcase.community
This report describes our two submissions to the DCASE-2017 challenge for Task 1
(Acoustic scene classification). The first submission is motivated by the superior …

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

Z Wang, J Ma, C Li - … and Classification of Acoustic Scenes and …, 2019 - dcase.community
In this study, we present a solution for the acoustic scene classification task1A in the DCASE
2019 Challenge. Our model uses a convolutional neural network and makes some …