@ARTICLE{11454452,
  author={Wang, Leyuan and Xiang, Liuyu and Wei, Yujie and Ru, Yiwei and Wang, Yunlong and He, Zhaofeng},
  journal={IEEE Transactions on Image Processing}, 
  title={Symmetric Image-Text Tuning With Entropy-Guided Fusion for Online Continual Learning in Non-Stationary Visual Streams}, 
  year={2026},
  volume={35},
  number={},
  pages={3202-3213},
  keywords={Continuing education;Adaptation models;Visualization;Tuning;Semantics;Data models;Uncertainty;Training;Vectors;Schedules;Online continual learning;pre-trained models;vision-language model;representation learning;parameter-efficient fine-tune},
  doi={10.1109/TIP.2026.3671694}}