Deep Learning Based Speech Quality Prediction

Download or read book Deep Learning Based Speech Quality Prediction written by Gabriel Mittag and published by Springer Nature. This book was released on 2022-02-24 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents how to apply recent machine learning (deep learning) methods for the task of speech quality prediction. The author shows how recent advancements in machine learning can be leveraged for the task of speech quality prediction and provides an in-depth analysis of the suitability of different deep learning architectures for this task. The author then shows how the resulting model outperforms traditional speech quality models and provides additional information about the cause of a quality impairment through the prediction of the speech quality dimensions of noisiness, coloration, discontinuity, and loudness.