CLOFAI is a new domain-incremental benchmark where a classifier must detect fake images from five generative model types in sequence; replay methods beat the naive baseline, while EWC does not.
Memory Aware Synapses: Learning What (not) to Forget
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CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual Learning
CLOFAI is a new domain-incremental benchmark where a classifier must detect fake images from five generative model types in sequence; replay methods beat the naive baseline, while EWC does not.