Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps

Lu Han, Han-Jia Ye, De-Chuan Zhan

Self-supervised learning aims to learn a embedding space where semantically similar samples are close. Contrastive learning methods pull views of samples together and push differen…