Changzhe Jiao

Few-Shot MS and PAN Joint Classification With Improved Cross-Source Contrastive Learning

2024 · IEEE Transactions on Geoscience and Remote Sensing

The joint classification of multispectral (MS) and panchromatic (PAN) images aims to provide a more detailed and accurate interpretation of land features. Although deep-learning-based methods have achieved remarkable success in this task, the generalization performance …

TIM++: Transductive Information Maximization for Few-Shot CLIP

2026 · Proceedings of the AAAI Conference on Artificial Intelligence

Transductive Information Maximization (TIM) is a leading transductive few-shot learning method that maximizes the mutual information between query features and their predicted labels, while incorporating supervision from the support set. However, its potential remains underexplored, …