Contradictions across CNN studies for Vis-NIR chemometrics are expected outcomes of uncontrolled variables in spectral physics and validation design, motivating a conditional rather than universal design framework.
Review: The evolution of chemometrics coupled with near infrared spectroscopy for fruit quality evaluation.Journal of Near Infrared Spectroscopy, 30(1):3–17, January 2022
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CNNs for Vis-NIR Chemometrics: From Contradiction to Conditional Design
Contradictions across CNN studies for Vis-NIR chemometrics are expected outcomes of uncontrolled variables in spectral physics and validation design, motivating a conditional rather than universal design framework.