Jian-Feng Jia

Few-Shot Hyperspectral Image Classification: A Review of Deep Architectures, Paradigms, and Benchmarks

The critical bottleneck in hyperspectral image (HSI) classification lies in the inherent conflict between the extreme scarcity of labeled samples and the massive data requirements of deep models, making few-shot classification a vital research frontier. This article presents a comprehensive review of recent advances in...