Crossmark

Non-destructive monitoring of root biomass in hydroponically grown leafy vegetables: comparison between machine learning-based RGB and hyperspectral imaging

Crossref DOI link: https://doi.org/10.1186/s13007-026-01515-8

Published Online: 2026-03-10

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Jin, Ziyi

Yasutake, Daisuke

Iwao, Tadashige

Sago, Yuki

Yokoyama, Gaku

Kubota, Shigehiro

Hirota, Tomoyoshi
Funding

Funding for this research was provided by:

Grants-in-Aid for Scientific Research (JSPS KAKENHI) from the Japan Society for Promotion of Science (JP21H02318 and JP24K01882)

the Cabinet Office grant in aid, “Evolution to Society 5.0 Agriculture Driven by Internet of Plants (IoP)”, Japan
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Text and Data Mining valid from 2026-03-10

Version of Record valid from 2026-04-16
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Article History

Received: 29 December 2025

Accepted: 20 February 2026

First Online: 10 March 2026

Declarations

:

: Not applicable.

: Not applicable.

: The authors declare no competing interests.

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