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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
Aug 2026

Multiview Clustering via Enhanced Multiorder Bipartite Graph Learning.

Although existing bipartite graph-based multiview clustering (MVC) methods effectively exploit the structural relationships within multiview data, they exhibit three major limitations: 1) they primarily focus on direct similarities between data points and anchors, neglecting underlying neighborhood structures; 2) most...

Yangjun Deng, Wenhao Deng, Longfei Ren et al. · 0 citations

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