author = {Fahrettin Gökgöz and Mahmoud Hashem},
booktitle = {Studientexte zur Sprachkommunikation: Elektronische Sprachsignalverarbeitung 2021},
title = {Investigating the scarce data and resources problem for speech recognition using transfer learning and data augmentation},
year = {2021},
editor = {Stefan Hillmann and Benjamin Weiss and Thilo Michael and Sebastian Möller},
month = mar,
pages = {120--127},
publisher = {TUDpress, Dresden},
abstract = {We investigate the effect of the transfer learning procedure on e2e Automatic Speech Recognition systems using a limited amount of data. We use a DeepSpeech inspired base-line in our experiments and based on different transfer learning techniques. Our experimental results indicate the benefit of the augmented progressive transfer method in minimizing the over-fitting and improving the accuracy.},
isbn = {978-3-959082-27-3},
issn = {0940-6832},
keywords = {Automatische Spracherkennung},
url = {https://www.essv.de/pdf/2021_120_127.pdf},