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Leveraging UAV hyperspectral imaging for crop physiology and biochemistry: A comprehensive review of feature extraction and selection methods.

Plant Phenomics · 2026 · PMC13109313 · PMID 42038793

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a notable trendno p-value reported
A notable trend is that SPA has evolved from being merely paired with traditional regression models to serving as an indispensable preprocessing step for advanced machine learning models.

also in 2,380 other papers

a clear trendno p-value reported
No single method can adequately address all challenges, and current research shows a clear trend toward multi-source feature fusion—for example, feeding PCA-reduced features into deep networks, or combining wavelet- and texture-based features.

also in 19,460 other papers

Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.