Shengjie Niu

OwMatch: Conditional Self-Labeling with Consistency for Open-World Semi-Supervised Learning

Semi-supervised learning (SSL) offers a robust framework for harnessing the potential of unannotated data. Traditionally, SSL mandates that all classes possess labeled instances. However, the emergence of open-world SSL (OwSSL) introduces a more practical challenge, wherein unlabeled data may encomp…