Superpixel guided spectral-spatial feature extraction and weighted feature fusion for hyperspectral image classification with limited training samples

Abstract Deep learning is a double-edged sword. The powerful feature learning ability of deep models can effectively improve classification accuracy. Still, when the training samples for each class are limited, it will not only face the problem of overfitting but also significantly affect the classi...

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Bibliographic Details
Main Authors: Yao Li, Liyi Zhang, Lei Chen, Yunpeng Ma
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-87030-7
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