N KARTHIKA
Articles written in Sadhana
Volume 45 All articles Published: 28 August 2020 Article ID 0210
Deep convolutional network for urbansound classification
The efficiency of Convolutional Neural Networks in classifying terse audio snippets of Urban-Sounds is evaluated. A deep neural model contains two convolutional layers coupled with Maxpooling plus three fully interconnected (dense) layers. The deep neural model is being trained upon low level description of various urban sound clips with deltas. The efficiency of the neural network is examined on urban recordings and compared with different contemporary approaches. The model obtained 76% validation accuracy that is better than other conventional models which relied only on Mel Frequency Cepstral Coefficients
Volume 45, 2020
All articles
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