Combining Data Augmentations for CNN-Based Voice Command Recognition

This paper presents combining two data augmentation methods involving speed perturbation and room impulse response reverberation for the purpose of improving the generalization capability of convolutional neural networks when used for voice command recognition. Speed perturbation generates voice command variations caused by shorter or longer time durations of commands spoken by different speakers. Room impulse response reverberation generates...