4.6 Article

Plant Screen Mobile: an open-source mobile device app for plant trait analysis

期刊

PLANT METHODS
卷 15, 期 -, 页码 -

出版社

BMC
DOI: 10.1186/s13007-019-0386-z

关键词

Plant image segmentation; Image analysis; Mobile application; Android; Machine learning; Projected leaf area

资金

  1. German Federal Ministry of Education and Research (BMBF) [031A053]
  2. GlobE BiomassWeb [BMBF: 031A258I]
  3. SAPPHIRE project [BMBF: 01DP17023]

向作者/读者索取更多资源

BackgroundThe development of leaf area is one of the fundamental variables to quantify plant growth and physiological function and is therefore widely used to characterize genotypes and their interaction with the environment. To date, analysis of leaf area often requires elaborate and destructive measurements or imaging-based methods accompanied by automation that may result in costly solutions. Consequently in recent years there is an increasing trend towards simple and affordable sensor solutions and methodologies. A major focus is currently on harnessing the potential of applications developed for smartphones that provide access to analysis tools to a wide user basis. However, most existing applications entail significant manual effort during data acquisition and analysis.ResultsWith the development of Plant Screen Mobile we provide a suitable smartphone solution for estimating digital proxies of leaf area and biomass in various imaging scenarios in the lab, greenhouse and in the field. To distinguish between plant tissue and background the core of the application comprises different classification approaches that can be parametrized by users delivering results on-the-fly. We demonstrate the practical applications of computing projected leaf area based on two case studies with Eragrostis and Musa plants. These studies showed highly significant correlations with destructive measurements of leaf area and biomass from both ground truth measurements and estimations from well-established screening systems.ConclusionsWe show that a smartphone together with our analysis tool Plant Screen Mobile is a suitable platform for rapid quantification of leaf and shoot development of various plant architectures. Beyond the estimation of projected leaf area the app can also be used to quantify color and shape parameters of other plant material including seeds and flowers.

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