SwAV: Unsupervised Learning Transformed to Transportation Problem using Multi-crop Technique

Posted: Aug 7, 2023 ·  Updated: Aug 14, 2023 · 4 min.
Self-supervised Learning SSL Paper Note

In paper SeLa (Self-labeling), the cluster-based self-supervised method is transformed to a transportation problem, and optimized using Sinkhorn-Knopp algorithm. This paper refined the methods by using contrastive learning between views and applied multi-crop technique.

OpenMatch: Learn a Outlier Dectector to Enhance FixMatch

Posted: Aug 3, 2023 ·  Updated: Nov 16, 2023 · 8 min.
Semi-supervised Learning OSSL Paper Note

OpenMatch introduces a detector to filter out outliers from unlabeled data, and then learn like FixMatch. Its representation is also adapted to the task.