Watching plants grow - a position paper on computer vision and Arabidopsis thaliana

被引:3
|
作者
Bell, Jonathan [1 ]
Dee, Hannah M. [1 ]
机构
[1] Aberystwyth Univ, Dept Comp Sci, Aberystwyth, Dyfed, Wales
基金
英国生物技术与生命科学研究理事会; 英国工程与自然科学研究理事会;
关键词
botany; biology computing; computer vision; image segmentation; image sequences; Arabidopsis thaliana; image analysis; IMAGE-ANALYSIS; LEAF GROWTH; AUTOMATIC QUANTIFICATION; CHLOROPHYLL FLUORESCENCE; ROSETTE PLANTS; MACHINE VISION; SYSTEM; SEGMENTATION; GROWSCREEN; IDENTIFICATION;
D O I
10.1049/iet-cvi.2016.0127
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The authors present a comprehensive overview of image processing and analysis work done to support research into the model flowering plant Arabidopsis thaliana. Beside the plant's importance in biological research, using image analysis to obtain experimental measurements of it is an interesting vision problem in its own right, involving the segmentation and analysis of sequences of images of objects whose shape varies between individual specimens and also changes over time. While useful measurements can be obtained by segmenting a whole plant from the background, they suggest that the increased range and precision of measurements made available by leaf-level segmentation makes this a problem well worth solving. A variety of approaches have been tried by biologists as well as computer vision researchers. This is an interdisciplinary area and the computer vision community has an important contribution to make. They suggest that there is a need for publicly available datasets with ground truth annotations to enable the evaluation of new approaches and to support the building of training data for modern data-driven computer vision approaches, which are those most likely to result in the kind of fully automated systems that will be of use to biologists.
引用
收藏
页码:113 / 121
页数:9
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