Articles with "aware prototypical" as a keyword



Hardness-Aware Prototypical Contrastive Learning for Hyperspectral Coastal Wetlands Classification

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Published in 2025 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2025.3569763

Abstract: Self-supervised contrastive learning performs well in representing hyperspectral data under limited labels. However, the heterogeneity poses challenges in balancing a fixed temperature to prevent model collapse with accurately identifying hard negatives. In this letter, we… read more here.

Keywords: aware prototypical; prototypical contrastive; hyperspectral coastal; contrastive learning ... See more keywords