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Environmental Sound Classification

5 papers with code · Audio

Classification of Environmental Sounds. Most often sounds found in Urban environments. Task related to noise monitoring.

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Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

15 Aug 2016jaron/deep-listening

We show that the improved performance stems from the combination of a deep, high-capacity model and an augmented training set: this combination outperforms both the proposed CNN without augmentation and a "shallow" dictionary learning model with augmentation.

DATA AUGMENTATION DICTIONARY LEARNING ENVIRONMENTAL SOUND CLASSIFICATION

Environmental Sound Classification on Microcontrollers using Convolutional Neural Networks

n/a 2019 jonnor/ESC-CNN-microcontroller

Noise monitoring using Wireless Sensor Networks are being applied in order to understand and help mitigate these noise problems.

ENVIRONMENTAL SOUND CLASSIFICATION

Urban Sound Tagging using Convolutional Neural Networks

27 Sep 2019sainathadapa/urban-sound-tagging

The proposed model uses log-scaled Mel-spectrogram as the representation format for the audio data.

DATA AUGMENTATION ENVIRONMENTAL SOUND CLASSIFICATION IMAGE CLASSIFICATION

Utilizing Domain Knowledge in End-to-End Audio Processing

1 Dec 2017corticph/MSTmodel

End-to-end neural network based approaches to audio modelling are generally outperformed by models trained on high-level data representations.

ENVIRONMENTAL SOUND CLASSIFICATION

Masked Conditional Neural Networks for Environmental Sound Classification

25 May 2018fadymedhat/MCLNN

We have evaluated the MCLNN performance using the Urbansound8k dataset of environmental sounds.

ENVIRONMENTAL SOUND CLASSIFICATION