Active Learning with Foundation Model Priors: Efficient Learning under Class Imbalance

Jiancheng Zhang, Meiqing Li, Qi Zhang +1

Real-world datasets across image and text domains are often characterized by skewed class distributions and noisy annotations, which jointly degrade model performance, particularly…