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.
Artmap: Supervised real-time learning and classification of nonstationary data by a self-organizing neural network
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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.