Deep learning-based methods for phenotypic trait extraction in rice panicles

IntroductionKey rice panicle traits (grain number, panicle length, grain dimensions, maturity) determine yield and quality, and high-precision/high-throughput measurement is critical for rice breeding. Traditional methods are.MethodsA dataset of 5300 rice panicle images (loose/normal/dense types; mi...

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Hlavní autoři:	Zhiao Wang, Ruihang Li, Wei Li, Xiaoding Ma, Shen Yan, Maomao Li, Binhua Hu, Ming Tang, Guomin Zhou, Jian Wang, Jianhua Zhang
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Frontiers Media S.A. 2026-02-01
Edice:	Frontiers in Plant Science
Témata:	deep learning rice phenotypic trait panicle traits precision extraction
On-line přístup:	https://www.frontiersin.org/articles/10.3389/fpls.2025.1730366/full
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