EncoderMI: Membership Inference against Pre-trained Encoders in Contrastive Learning

Hongbin Liu, Jinyuan Jia, Wenjie Qu +1

Given a set of unlabeled images or (image, text) pairs, contrastive learning aims to pre-train an image encoder that can be used as a feature extractor for many downstream tasks. I…