ORBMO-RF: a non-destructive classification method for ginseng seeds based on multimodal fusion and improved red-billed blue magpie optimization algorithm

The established multimodal data fusion classification system not only provides theoretical and technical foundations for industrial-scale ginseng seed classification but also offers a transferable intelligent decision-making paradigm for non-destructive testing in traditional Chinese medicine.

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Publication Details

Journal
Frontiers in Plant Science
Published
2026-01-14
DOI
https://doi.org/10.3389/fpls.2025.1743311
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
Field-Weighted Citation Impact
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article

ORBMO-RF: a non-destructive classification method for ginseng seeds based on multimodal fusion and improved red-billed blue magpie optimization algorithm

B. Liu, Mingxuan Xue, Shuqi Zhang, Helong Yu et al.
Frontiers in Plant Science
Spectroscopy and Chemometric Analyses
article

ORBMO-RF: a non-destructive classification method for ginseng seeds based on multimodal fusion and improved red-billed blue magpie optimization algorithm

B. Liu, Mingxuan Xue, Shuqi Zhang, Helong Yu, Shaozhong Song, Zhongshuai Zhang, Liying Wang
article en

Abstract

The established multimodal data fusion classification system not only provides theoretical and technical foundations for industrial-scale ginseng seed classification but also offers a transferable intelligent decision-making paradigm for non-destructive testing in traditional Chinese medicine.

Frontiers in Plant ScienceVol. 16
Jilin Jianzhu University (CN), Jilin Engineering Normal University (CN), Chinese Academy of Agricultural Sciences (CN), Jilin Agricultural Science and Technology University (CN), Jilin Agricultural University (CN), Plant Industry (AU), Institute of Special Animal and Plant Sciences (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 88%
Spectroscopy and Chemometric Analyses
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ORBMO-RF: a non-destructive classification method for ginseng seeds based on multimodal fusion and improved red-billed blue magpie optimization algorithm — B. Liu, Mingxuan Xue, et al. · Frontiers in Plant Science (2026) | TGRS Research Map | TGRS