SCAN dynamically prunes and regrows training data during contrastive pre-training, matching full-data accuracy within about 1% on average while using 30-35% less data.
Clip retrieval: Easily compute clip em- beddings and build a clip retrieval system with them, 2022
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SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency
SCAN dynamically prunes and regrows training data during contrastive pre-training, matching full-data accuracy within about 1% on average while using 30-35% less data.