Late fusion framework for Acoustic Scene Classification using LPCC, SCMC, and log-Mel band energies with Deep Neural Networks

C Paseddula, SV Gangashetty - Applied Acoustics, 2021 - Elsevier
A major problem in Acoustic Scene Classification (ASC) is a representation of an acoustic
scene, which serves to be an important task for ASC. This study used Linear Prediction …

Enhancing sound texture in CNN-based acoustic scene classification

Y Wu, T Lee - … 2019-2019 IEEE International Conference on …, 2019 - ieeexplore.ieee.org
Acoustic scene classification is the task of identifying the scene from which the audio signal
is recorded. Convolutional neural network (CNN) models are widely adopted with proven …

Hybrid constant-Q transform based CNN ensemble for acoustic scene classification

M Wang, R Wang, XL Zhang… - 2019 Asia-Pacific Signal …, 2019 - ieeexplore.ieee.org
Acoustic scene classification (ASC) has attracted much attention in recent years. In previous
studies, the most common architecture is convolutional neural network (CNN) fed by three …

[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 …

Deep mutual attention network for acoustic scene classification

W Xie, Q He, Z Yu, Y Li - Digital Signal Processing, 2022 - Elsevier
Fusion strategies that utilize time-frequency features have achieved superior performance in
acoustic scene classification tasks. However, the existing fusion schemes are mainly …

Acoustic scene classification based on Mel spectrogram decomposition and model merging

T Zhang, G Feng, J Liang, T An - Applied Acoustics, 2021 - Elsevier
Recently, excellent performance has been achieved in Acoustic Scene Classification (ASC)
by using Convolutional Neural Networks (CNNs) and Mel spectrogram feature …

Acoustic scene classification using deep fisher network

S Venkatesh, M Mulimani, SG Koolagudi - Digital Signal Processing, 2023 - Elsevier
Abstract Acoustic Scene Classification (ASC) is the task of assigning a semantic label to an
audio recording, based on the surrounding environment. In this work, a Fisher network is …

Multi-level attention model with deep scattering spectrum for acoustic scene classification

Z Li, Y Hou, X Xie, S Li, L Zhang… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Acoustic scene classification (ASC) refers to the classification of audio into one of predefined
classes that characterize the environment. People are used to combine log-mel filterbank …

Acoustic scene classification using deep CNN with fine-resolution feature

T Zhang, J Liang, B Ding - Expert Systems with Applications, 2020 - Elsevier
Convolutional neural networks with spectrogram feature representation for acoustic scene
classification are attracting more and more attentions due to its favorable performance …

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 …