A fixed-feature CNN plus streaming linear discriminant analysis achieves strong continual classification performance with orders of magnitude less memory and compute than rehearsal-based incremental learners.
Memory aware synapses: Learning what (not) to forget
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Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis
A fixed-feature CNN plus streaming linear discriminant analysis achieves strong continual classification performance with orders of magnitude less memory and compute than rehearsal-based incremental learners.