Generative Replay

CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning
We propose a novel approach to mitigate forgetting while adapting a VLM, which exploits generative replay to align prompts to tasks. We also introduce a new metric to evaluate zero-shot capabilities within CL benchmarks.
Emanuele Frascaroli, Aniello Panariello, Pietro Buzzega, Lorenzo Bonicelli, Angelo Porrello, Simone Calderara
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CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning