Sound classification and processing of urban environments: A systematic literature review

AFR Nogueira, HS Oliveira, JJM Machado… - Sensors, 2022 - mdpi.com
Audio recognition can be used in smart cities for security, surveillance, manufacturing,
autonomous vehicles, and noise mitigation, just to name a few. However, urban sounds are …

CNN hyper-parameter optimization for environmental sound classification

Ö İnik - Applied Acoustics, 2023 - Elsevier
Environmental sounds are being used widely in our lives. It is especially used in tasks such
as managing smart cities, location determination, surveillance systems, machine hearing …

Investigation of the effectiveness of time-frequency domain images and acoustic features in urban sound classification

T Özseven - Applied Acoustics, 2023 - Elsevier
Rapid urbanization and population growth worldwide seriously challenge building livable
and sustainable cities. This increase causes the increase and diversification of urban …

Classification of complicated urban forest acoustic scenes with deep learning models

C Zhang, H Zhan, Z Hao, X Gao - Forests, 2023 - mdpi.com
The use of passive acoustic monitoring (PAM) can compensate for the shortcomings of
traditional survey methods on spatial and temporal scales and achieve all-weather and wide …

Attentional graph convolutional network for structure-aware audiovisual scene classification

L Zhou, Y Zhou, X Qi, J Hu, TL Lam… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Audiovisual scene understanding is a challenging problem due to the unstructured spatial–
temporal relations that exist in the audio signals and spatial layouts of different objects in the …

Divide and distill: new outlooks on knowledge distillation for environmental sound classification

AM Tripathi, OJ Pandey - IEEE/ACM Transactions on Audio …, 2023 - ieeexplore.ieee.org
Environmental sound classification (ESC) is an important research problem with a broad
range of applications including audio-based surveillance, audio-visual systems, smart …

Data augmentation guided knowledge distillation for environmental sound classification

AM Tripathi, K Paul - Neurocomputing, 2022 - Elsevier
Environmental sound classification (ESC) is an increasingly relevant field of research in
recent years but has high computational overhead in its classification of environmental …

Transformers for urban sound classification—A comprehensive performance evaluation

AFR Nogueira, HS Oliveira, JJM Machado… - Sensors, 2022 - mdpi.com
Many relevant sound events occur in urban scenarios, and robust classification models are
required to identify abnormal and relevant events correctly. These models need to identify …

Underwater acoustic target recognition based on attention residual network

J Li, B Wang, X Cui, S Li, J Liu - Entropy, 2022 - mdpi.com
Underwater acoustic target recognition is very complex due to the lack of labeled data sets,
the complexity of the marine environment, and the interference of background noise. In order …

Connectogram–A graph-based time dependent representation for sounds

I Türker, S Aksu - Applied Acoustics, 2022 - Elsevier
The proposed method contributes the time-series classification literature with a novel time-
convexity based representation, which extends the current graph conversion approaches by …