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Ming-Xiang Ding

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#explainable ai Review Open access Sep 2026

Tracing the geographical origin of forest-sourced medicinal materials by hyperspectral imaging: a critical review for smart forestry

A structured narrative synthesis of the 2015–2026 literature indicates that deep learning architectures—particularly two-dimensional correlation spectroscopy (2DCOS) combined with residual networks—have been reported to achieve 98–100% classification accuracy for several forest-sourced species under controlled laboratory conditions.

Ming-Xiang Ding, Zheng-Wei Chen, Haili Gao et al. · 0 citations

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