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Apr, 2021
基于生成分类器的类别增量学习
Class-Incremental Learning with Generative Classifiers
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Gido M. van de Ven, Zhe Li, Andreas S. Tolias
TL;DR
通过生成式分类方法来实现增量学习,利用变分自编码器进行实现,在多项延续学习基准测试中表现优异。
Abstract
Incrementally training deep
neural networks
to recognize new classes is a challenging problem. Most existing class-
incremental learning
methods store data or use generative replay, both of which have drawbacks, w
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