Hyperspectral signature-band extraction and learning: an example of sugar content prediction of Syzygium samarangense

Abstract This study proposes a method to extract the signature bands from the deep learning models of multispectral data converted from the hyperspectral data. The signature bands with two deep-learning models were further used to predict the sugar content of the Syzygium samarangense. Firstly, the...

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Bibliographic Details
Main Authors: Yung-Jhe Yan, Weng-Keong Wong, Chih-Jung Chen, Chi-Cho Huang, Jen‑Tzung Chien, Mang Ou-Yang
Format: Article
Language:English
Published: Nature Portfolio 2023-09-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-41603-6