Online Continual Learning in Image Classification: An Empirical Survey
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DOI: 10.1016/j.neucom.2021.10.021
Abstract: Online continual learning for image classification studies the problem of learning to classify images from an online stream of data and tasks, where tasks may include new classes (class incremental) or data nonstationarity (domain incremental).… read more here.
Keywords: learning; image classification; continual learning; online continual ... See more keywords
Contrastive Correlation Preserving Replay for Online Continual Learning
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DOI: 10.1109/tcsvt.2023.3285221
Abstract: Online Continual Learning (OCL), as a core step towards achieving human-level intelligence, aims to incrementally learn and accumulate novel concepts from streaming data that can be seen only once, while alleviating catastrophic forgetting on previously… read more here.
Keywords: continual learning; contrastive correlation; correlation; online continual ... See more keywords