tokens: Using these techniques allows our model to achieve state - of - the - art performance on all three benchmark datasets for environment sound classification task , namely , ESC-10 , ESC-50 and UrbanSound8K. The rest of the paper has been organized in the following manner : Section 2 briefly enlists previous research done on the ESC task using Deep CNNs and other previous state - of - the - art methods .