Hai-Yang Luo

Exemplar-Free Lifelong Hyperspectral Image Classification via Dual Constraints and Dynamic Margin Adaptation

Hyperspectral image (HSI) lifelong classification aims to continuously recognize newly arriving classes while preserving previously acquired knowledge without full model retraining. Although exemplar replay is effective, retaining historical examples is often impractical in real-world applications due to privacy concer...