[HTML][HTML] Environmental Sound Classification: A descriptive review of the literature
Automatic environmental sound classification (ESC) is one of the upcoming areas of
research as most of the traditional studies are focused on speech and music signals …
research as most of the traditional studies are focused on speech and music signals …
Rethinking CNN models for audio classification
In this paper, we show that ImageNet-Pretrained standard deep CNN models can be used
as strong baseline networks for audio classification. Even though there is a significant …
as strong baseline networks for audio classification. Even though there is a significant …
Environmental sound classification using temporal-frequency attention based convolutional neural network
W Mu, B Yin, X Huang, J Xu, Z Du - Scientific Reports, 2021 - nature.com
Environmental sound classification is one of the important issues in the audio recognition
field. Compared with structured sounds such as speech and music, the time–frequency …
field. Compared with structured sounds such as speech and music, the time–frequency …
Unlocking the potential of deep learning for marine ecology: overview, applications, and outlook
The deep learning (DL) revolution is touching all scientific disciplines and corners of our
lives as a means of harnessing the power of big data. Marine ecology is no exception. New …
lives as a means of harnessing the power of big data. Marine ecology is no exception. New …
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 …
as managing smart cities, location determination, surveillance systems, machine hearing …
A survey of audio classification using deep learning
Deep learning can be used for audio signal classification in a variety of ways. It can be used
to detect and classify various types of audio signals such as speech, music, and …
to detect and classify various types of audio signals such as speech, music, and …
Sound classification using evolving ensemble models and Particle Swarm Optimization
Automatic sound classification attracts increasing research attention owing to its vast
applications, such as robot navigation, environmental sensing, musical instrument …
applications, such as robot navigation, environmental sensing, musical instrument …
Fast environmental sound classification based on resource adaptive convolutional neural network
Z Fang, B Yin, Z Du, X Huang - Scientific Reports, 2022 - nature.com
Recently, with the construction of smart city, the research on environmental sound
classification (ESC) has attracted the attention of academia and industry. The development …
classification (ESC) has attracted the attention of academia and industry. The development …
A deep ensemble neural network with attention mechanisms for lung abnormality classification using audio inputs
Medical audio classification for lung abnormality diagnosis is a challenging problem owing
to comparatively unstructured audio signals present in the respiratory sound clips. To tackle …
to comparatively unstructured audio signals present in the respiratory sound clips. To tackle …
The effect of soundscape composition on bird vocalization classification in a citizen science biodiversity monitoring project
There is a need for monitoring biodiversity at multiple spatial and temporal scales to aid
conservation efforts. Autonomous recording units (ARUs) can provide cost-effective, long …
conservation efforts. Autonomous recording units (ARUs) can provide cost-effective, long …