Increasing the Throughput of Annotation Tasks Across Scales of Plant Phenotyping Experiments

Abstract

PlantCV is an open-source open-development image analysis software package for plant phenotyping written in Python that has been actively developed since 2014. A new version of PlantCV was recently released. Major goals of the version 4 release were to 1) simplify the process of developing workflows by reducing the amount of coding needed; 2) broadening the set of supported data types; and 3) introducing interactive annotation tools that can be used directly in PlantCV workflow notebooks. Here we highlight the use of point annotations that can be used to quickly collect sets of points for parameterization of functions such as regions of interest or the identification of landmark points. Another application of point annotations this for image annotation, which is a major bottleneck in plant phenomics. For example, we have used point annotations to analyze microscopy images aimed at measurement of quinoa salt bladders, the number and size of stomata, and scoring of pollen germination. These tasks have traditionally been low throughput and have required manual scoring, but our point annotation tools can be used along with traditional segmentation methods to semi-automatically detect and annotate images. The PlantCV point annotation tools also allow users to correct semi-automated detection results before classification (e.g., germinated vs non-germinated pollen) and extraction of size & color traits per object. Once images are annotated, results can be analyzed directly or potentially can be used as labeled data in supervised learning methods.

Plant phenotyping relevance

PlantCVの画像解析ソフトウェアと点アノテーション機能の開発・適用を中心に扱い、植物器官の数・サイズ・色などの形質抽出を半自動化する方法論的研究である。

Code and data availability

The supplied block is only the preprint title/abstract page. It describes PlantCV v4 annotation tools but contains no public phenotype dataset, image/sensor inputs, author analysis code URL, trained model, or supplement with such assets. PlantCV is a generic software package, not a paper-specific deposit with an author

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