Self-Distillation-Based Polarimetric Image Classification with Noisy and Sparse Labels
Ningwei Wang,
Haixia Bi,
Fan Li
et al.
Abstract:Polarimetric synthetic aperture radar (PolSAR) image classification, a field crucial in remote sensing, faces significant challenges due to the intricate expertise required for accurate annotation, leading to susceptibility to labeling inaccuracies. Compounding this challenge are the constraints posed by limited labeled samples and the perennial issue of class imbalance inherent in PolSAR image classification. Our research objectives are to address these challenges by developing a novel label correction mechan… Show more
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