Seung-Jai Min

SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning

2021 · arXiv (Cornell University)

This paper introduces SelfMatch, a semi-supervised learning method that combines the power of contrastive self-supervised learning and consistency regularization. SelfMatch consists of two stages: (1) self-supervised pre-training based on contrastive learning and (2) semi-supervised fine-tuning …