Automated estimation of tiller number in wheat by ribbon detection

被引:13
作者
Boyle, R. D. [1 ]
Corke, F. M. K. [1 ]
Doonan, J. H. [1 ]
机构
[1] Aberystwyth Univ, Natl Plant Phen Ctr, IBERS, Plas Gogerddan SY23 3EB, Wales
基金
英国生物技术与生命科学研究理事会;
关键词
Small grain cereals; Branching; Plant development; Computer vision; SPRING WHEAT; PLANT; RED;
D O I
10.1007/s00138-015-0719-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The advent of high-throughput phenotyping installations signals a need for plant biology to use pattern analysis and recognition techniques, especially when analysis is done via digital images. Such installations also provide an opportunity to computer vision. We describe one such application at the UK National Plant Phenomics Centre, in which historically measurements have been made in a labour-intensive manual manner. We develop an estimator of tiller number in growing wheat which, when exploiting per-day averaging, temporal interpolation and dynamic programming, delivers measurements of finer-grain and no less accuracy than manually, and provides observations on plant treatments hitherto difficult or impossible to obtain. The approach developed lends itself to reuse for any similar imaging setup, and plants with tillering characteristics similar to wheat. We consider the work a useful exemplar for co-operation between biologists and computer scientists in such installations.
引用
收藏
页码:637 / 646
页数:10
相关论文
共 20 条
[1]  
[Anonymous], 2014, CENGAGE LEARNING
[2]   Genetic control of duration of pre-anthesis phases in wheat (Triticum aestivum L.) and relationships to leaf appearance, tillering, and dry matter accumulation [J].
Borras-Gelonch, Gisela ;
Rebetzke, Greg J. ;
Richards, Richard A. ;
Romagosa, Ignacio .
JOURNAL OF EXPERIMENTAL BOTANY, 2012, 63 (01) :69-89
[3]   Image-based estimation of oat panicle development using local texture patterns [J].
Boyle, Roger ;
Corke, Fiona ;
Howarth, Catherine .
FUNCTIONAL PLANT BIOLOGY, 2015, 42 (05) :433-443
[4]   Study of a Non-destructive Method for Estimating the Leaf Area Index in Vegetable Crops Using Digital Images [J].
Campillo, Carlos ;
Garcia, M. I. ;
Daza, C. ;
Prieto, M. H. .
HORTSCIENCE, 2010, 45 (10) :1459-1463
[5]   Teosinte Branched 1 modulates tillering in rice plants [J].
Choi, Min-Seon ;
Woo, Mi-Ok ;
Koh, Eun-Byeol ;
Lee, Joohyun ;
Ham, Tae-Ho ;
Seo, Hak Soo ;
Koh, Hee-Jong .
PLANT CELL REPORTS, 2012, 31 (01) :57-65
[6]   Cessation of tillering in spring wheat in relation to light interception and red: Far-red ratio [J].
Evers, JB ;
Vos, J ;
Andrieu, B ;
Struik, PC .
ANNALS OF BOTANY, 2006, 97 (04) :649-658
[7]   Simulating the effects of localized red:far-red ratio on tillering in spring wheat (Triticum aestivum) using a three-dimensional virtual plant model [J].
Evers, Jochem B. ;
Vos, Jan ;
Chelle, Michael ;
Andrieu, Bruno ;
Fournier, Christian ;
Struik, Paul C. .
NEW PHYTOLOGIST, 2007, 176 (02) :325-336
[8]  
Frangi AF, 1998, LECT NOTES COMPUT SC, V1496, P130, DOI 10.1007/BFb0056195
[9]   Phenomics - technologies to relieve the phenotyping bottleneck [J].
Furbank, Robert T. ;
Tester, Mark .
TRENDS IN PLANT SCIENCE, 2011, 16 (12) :635-644
[10]  
Gallagher J.N., 1978, AGR PROGR, V53, P51