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Open access Sep 2026

Noise-Adjusted Feature Extraction for Deep Learning-Based Classification of Hyperspectral Imagery

Hyperspectral image (HSI) classification benefits from rich spectral information; however, high dimensionality of HSI data increases computational cost, noise sensitivity, and the risk of overfitting when labeled samples are limited. Most pretrained computer vision networks are designed for three-channel inputs, making...

Yan Xu, Qian Du · 0 citations

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