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Second, the overlapping spectral bands between Vis-NIR and NIR in the 9751020 nm region carry similar chemical information but with different signal-to-noise ratios, which may introduce redundant or conflicting spectral features after fusion, thereby hindering the models ability to extract key discriminative signals

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