Improving Audio Classification Method by Combining Self-Supervision with Knowledge Distillation

Improving Audio Classification Method by Combining Self-Supervision with Knowledge Distillation

The current audio single-mode self-supervised classification mainly adopts a strategy based on audio spectrum reconstruction. Overall, its self-supervised approach is relatively single and cannot fully mine key semantic information in the time and frequency domains. In this regard, this article prop...

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Bibliographic Details
Main Authors: Xuchao Gong, Hongjie Duan, Yaozhong Yang, Lizhuang Tan, Jian Wang, Athanasios V. Vasilakos
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Electronics
Subjects:
audio classification
comparative learning
knowledge distillation
masked auto-encoder
self-supervision
transformer
Online Access:https://www.mdpi.com/2079-9292/13/1/52

Internet

https://www.mdpi.com/2079-9292/13/1/52

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