Self-Supervised Transfer Learning from Natural Images for Sound Classification

Self-Supervised Transfer Learning from Natural Images for Sound Classification

We propose the implementation of transfer learning from natural images to audio-based images using self-supervised learning schemes. Through self-supervised learning, convolutional neural networks (CNNs) can learn the general representation of natural images without labels. In this study, a convolut...

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Bibliografiske detaljer
Main Authors: Sungho Shin, Jongwon Kim, Yeonguk Yu, Seongju Lee, Kyoobin Lee
Format: Article
Sprog:English
Udgivet: MDPI AG 2021-03-01
Serier:Applied Sciences
Fag:
deep learning
sound event detection
self-supervised learning
transfer learning
natural image
Online adgang:https://www.mdpi.com/2076-3417/11/7/3043

Internet

https://www.mdpi.com/2076-3417/11/7/3043

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