Environmental Sound Classification
Classification of Environmental Sounds. Most often sounds found in Urban environments. Task related to noise monitoring.
Leaderboards
| TREND | DATASET | BEST METHOD | PAPER TITLE | PAPER | CODE | COMPARE |
|---|---|---|---|---|---|---|
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Greatest papers with code
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification
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.
#3 best model for
Environmental Sound Classification
on UrbanSound8k
Urban Sound Tagging using Convolutional Neural Networks
• sainathadapa/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
End-to-end neural network based approaches to audio modelling are generally outperformed by models trained on high-level data representations.
Masked Conditional Neural Networks for Environmental Sound Classification
• fadymedhat/MCLNN
•
We have evaluated the MCLNN performance using the Urbansound8k dataset of environmental sounds.