A review of deep learning based methods for acoustic scene classification

J Abeßer - Applied Sciences, 2020 - mdpi.com
The number of publications on acoustic scene classification (ASC) in environmental audio
recordings has constantly increased over the last few years. This was mainly stimulated by …

Environmental audio scene and sound event recognition for autonomous surveillance: A survey and comparative studies

S Chandrakala, SL Jayalakshmi - ACM Computing Surveys (CSUR), 2019 - dl.acm.org
Monitoring of human and social activities is becoming increasingly pervasive in our living
environment for public security and safety applications. The recognition of suspicious events …

Detection and classification of acoustic scenes and events: Outcome of the DCASE 2016 challenge

A Mesaros, T Heittola, E Benetos… - … on Audio, Speech …, 2017 - ieeexplore.ieee.org
Public evaluation campaigns and datasets promote active development in target research
areas, allowing direct comparison of algorithms. The second edition of the challenge on …

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 …

A convolutional neural network approach for acoustic scene classification

M Valenti, S Squartini, A Diment… - … Joint Conference on …, 2017 - ieeexplore.ieee.org
This paper presents a novel application of convolutional neural networks (CNNs) for the task
of acoustic scene classification (ASC). We here propose the use of a CNN trained to classify …

[PDF][PDF] Sequence to sequence autoencoders for unsupervised representation learning from audio

S Amiriparian, M Freitag, N Cummins, B Schuller - DCASE, 2017 - academia.edu
This paper describes our contribution to the Acoustic Scene Classification task of the IEEE
AASP Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE …

Acoustic scene classification: an overview of DCASE 2017 challenge entries

A Mesaros, T Heittola, T Virtanen - 2018 16th International …, 2018 - ieeexplore.ieee.org
We present an overview of the challenge entries for the Acoustic Scene Classification task of
DCASE 2017 Challenge. Being the most popular task of the challenge, acoustic scene …

[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 …

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 …

A survey on preprocessing and classification techniques for acoustic scene

VK Singh, K Sharma, SN Sur - Expert Systems with Applications, 2023 - Elsevier
There are lots of research papers for ASC, and in recent years it is rapidly increasing.
DCASE also provides different types of competition for the submission of several papers to …