دورية أكاديمية

Spatial and Texture Analysis of Root System distribution with Earth mover’s Distance (STARSEED)

التفاصيل البيبلوغرافية
العنوان: Spatial and Texture Analysis of Root System distribution with Earth mover’s Distance (STARSEED)
المؤلفون: Joshua Peeples, Weihuang Xu, Romain Gloaguen, Diane Rowland, Alina Zare, Zachary Brym
المصدر: Plant Methods, Vol 19, Iss 1, Pp 1-15 (2023)
بيانات النشر: BMC, 2023.
سنة النشر: 2023
المجموعة: LCC:Plant culture
LCC:Biology (General)
مصطلحات موضوعية: Root architecture, Earth Mover’s Distance, Image analysis, Sesamum indicum, Artificial Intelligence, Plant culture, SB1-1110, Biology (General), QH301-705.5
الوصف: Abstract Purpose Root system architectures are complex and challenging to characterize effectively for agronomic and ecological discovery. Methods We propose a new method, Spatial and Texture Analysis of Root SystEm distribution with Earth mover’s Distance (STARSEED), for comparing root system distributions that incorporates spatial information through a novel application of the Earth Mover’s Distance (EMD). Results We illustrate that the approach captures the response of sesame root systems for different genotypes and soil moisture levels. STARSEED provides quantitative and visual insights into changes that occur in root architectures across experimental treatments. Conclusion STARSEED can be generalized to other plants and provides insight into root system architecture development and response to varying growth conditions not captured by existing root architecture metrics and models. The code and data for our experiments are publicly available: https://github.com/GatorSense/STARSEED .
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1746-4811
Relation: https://doaj.org/toc/1746-4811
DOI: 10.1186/s13007-022-00974-z
URL الوصول: https://doaj.org/article/cda3f89de978402f96d3afd290f396b9
رقم الأكسشن: edsdoj.3f89de978402f96d3afd290f396b9
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:17464811
DOI:10.1186/s13007-022-00974-z