IEEE

Semi-Supervised Graph Constraint Dual Classifier Network With Unknown Class Feature Learning for Hyperspectral Image Open-Set Classification

Abstract: In view of the practical value of open datasets of hyperspectral images (HSIs), HSI open-set classification (OSC) has attracted more and more attention. Existing HSI OSC methods are usually ...
IEEE

Few-Shot Lifelong Hyperspectral Image Classification With Dual-Branch Contrast and Geometric Alignment

Abstract: Hyperspectral image (HSI) classification in few-shot lifelong learning faces dual challenges: catastrophic forgetting from inaccessible historical training samples and overfitting due to ...