Learning hierarchy aware embedding from raw audio for acoustic scene classification

V Abrol, P Sharma - IEEE/ACM Transactions on Audio, Speech …, 2020 - ieeexplore.ieee.org
Recent advancements in modeling speech and audio signals using deep neural networks
have shown that systems learning both features and the classifier can be built directly from …

Multi-level distance embedding learning for robust acoustic scene classification with unseen devices

G Jiang, Z Ma, Q Mao, J Zhang - Pattern Analysis and Applications, 2023 - Springer
Acoustic scene classification (ASC) aims to analyse the recording scene of a piece of audio.
In real life, ASC has to deal with audio data from various recording devices, even those …

Acoustic scene classification using audio tagging

J Jung, H Shim, J Kim, S Kim, HJ Yu - arXiv preprint arXiv:2003.09164, 2020 - arxiv.org
Acoustic scene classification systems using deep neural networks classify given recordings
into pre-defined classes. In this study, we propose a novel scheme for acoustic scene …

[PDF][PDF] Investigating Waveform Spectrogram Feature Fusion for Acoustic Scene Classification

D Fedorishin, N Sankaran, D Mohan… - … of acoustic scenes …, 2021 - dcase.community
This technical report presents our submitted system for the DCASE 2021 Challenge Task1B:
Audio-Visual Scene Classification. Focusing on the audio modality only, we investigate the …

[PDF][PDF] Designing acoustic scene classification models with CNN variants

S Suh, S Park, Y Jeong, T Lee - Tech. Rep., DCASE2020 Challenge, 2020 - academia.edu
This technical report describes our Acoustic Scene Classification systems for DCASE2020
challenge Task1. For subtask A, we designed a single model implemented with three …

Capturing scattered discriminative information using a deep architecture in acoustic scene classification

H Shim, J Jung, J Kim, H Yu - arXiv preprint arXiv:2007.04631, 2020 - arxiv.org
Frequently misclassified pairs of classes that share many common acoustic properties exist
in acoustic scene classification (ASC). To distinguish such pairs of classes, trivial details …

Acoustic scene classification using spatial pyramid pooling with convolutional neural networks

AM Basbug, M Sert - 2019 IEEE 13th International Conference …, 2019 - ieeexplore.ieee.org
Automatic understanding of audio events and acoustic scenes has been an active research
topic for researchers from signal processing and machine learning communities …

Acoustic scene classification using deep residual networks with late fusion of separated high and low frequency paths

MD McDonnell, W Gao - ICASSP 2020-2020 IEEE International …, 2020 - ieeexplore.ieee.org
We investigate the problem of acoustic scene classification, using a deep residual network
applied to log-mel spectrograms complemented by log-mel deltas and delta-deltas. We …

[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 …

[HTML][HTML] Deep semantic learning for acoustic scene classification

YF Shao, XX Ma, Y Ma, WQ Zhang - … Journal on Audio, Speech, and Music …, 2024 - Springer
Acoustic scene classification (ASC) is the process of identifying the acoustic environment or
scene from which an audio signal is recorded. In this work, we propose an encoder-decoder …