LeakyCLIP reconstructs images from CLIP embeddings with over 258% SSIM gain versus baselines and enables membership inference from reconstruction metrics on LAION-2B data.
A Comprehensive Analysis of Memorization in Large Language Models
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LeakyCLIP: Extracting Training Data from CLIP
LeakyCLIP reconstructs images from CLIP embeddings with over 258% SSIM gain versus baselines and enables membership inference from reconstruction metrics on LAION-2B data.