DML-PL: deep metric learning based pseudo-labeling framework for class imbalanced semi-supervised learning

• Main Authors: Yan, Mi, Hui, Siu Cheung, Li, Ning
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Class Imbalanced Classification; Semi-Supervised Learning
• Online Access: https://hdl.handle.net/10356/170840
• Institution: Nanyang Technological University

Traditional class imbalanced learning algorithms require training data to be labeled, whereas semi-supervised learning algorithms assume that the class distribution is balanced. However, class imbalance and insufficient labeled data problems often coexist in practical real-world applications. Curren...