DeepSpectrumLite: A Power-Efficient Transfer Learning Framework for Embedded Speech and Audio Processing From Decentralized Data

Deep neural speech and audio processing systems have a large number of trainable parameters, a relatively complex architecture, and require a vast amount of training data and computational power. These constraints make it more challenging to integrate such systems into embedded devices and utilize t...

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Bibliographic Details
Main Authors: Amiriparian, S. (Author), Gerczuk, M. (Author), Hübner, T. (Author), Karas, V. (Author), Ottl, S. (Author), Schuller, B.W (Author)
Format: Article
Language:English
Published: Frontiers Media S.A. 2022
Subjects:
Online Access:View Fulltext in Publisher