Active Learning via Vision-Language Model Adaptation with Open Data

Tong Wang, Jiaqi Wang, Shu Kong

Pretrained on web-scale open data, VLMs offer powerful capabilities for solving downstream tasks after being adapted to task-specific labeled data. Yet, data labeling can be expens…