Use of statistical image analysis to discriminate carrot cultivars

被引:12
作者
Horgan, GW [1 ]
Talbot, M
Davey, JC
机构
[1] Biomath & Stat Scotland, Rowett Res Inst, Aberdeen AB21 9SB, Scotland
[2] Scottish Agr Sci Agcy, Edinburgh EH12 8NJ, Midlothian, Scotland
关键词
image analysis; eigenimage; eigenshape; discriminant analysis; image matching; plant variety;
D O I
10.1016/S0168-1699(00)00191-5
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Appearance of a plant is an important element in the certification of crop cultivars - there is usually a requirement that it be consistent and distinct from other cultivars. It can, therefore, also be used in the identification of samples of unknown cultivar. Appearance has traditionally been recorded using a mixture of simple measurements (for features such as length and breadth) and subjective scoring (for features such as colour and curvature). This paper describes the results of a project to study the use of automatic, objective image analysis in the discrimination of carrot cultivars. Within-year matching achieves a success rate of 64% with 15 cultivars, which improves to 85% if groups of cultivars included because of their similarity, are amalgamated. Across-year matching to a set of 47 cultivars results in 29% exact matches and 60% in the top five. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:191 / 199
页数:9
相关论文
共 11 条
[1]  
BLEASDALE J. K. A., 1963, Journal of Horticultural Science, V38, P232
[2]  
*GENST 5 COMM, 1993, GENST 5 REF MAN
[3]   The statistical analysis of plant part appearance - a review [J].
Horgan, GW .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2001, 31 (02) :169-190
[4]  
KEEFE P D, 1988, Plant Varieties and Seeds, V1, P1
[5]  
Krzanowski W.J., 1993, PRINCIPLES MULTIVARI
[6]  
McMichael A. C., 1994, Plant Varieties and Seeds, V7, P37
[7]   SUBJECTIVE COMPONENTS OF MILDEW ASSESSMENT ON SPRING BARLEY [J].
NEWTON, AC ;
HACKETT, CA .
EUROPEAN JOURNAL OF PLANT PATHOLOGY, 1994, 100 (06) :395-412
[8]   Discrimination of soybean leaflet shape by neural networks with image input [J].
Oide, M ;
Ninomiya, S .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2000, 29 (1-2) :59-72
[9]  
Van De Vooren J. G., 1993, Plant Varieties and Seeds, V6, P47
[10]   Measuring onion cultivars with image analysis using inflection points [J].
vanderHeijden, GWAM ;
Vossepoel, AM ;
Polder, G .
EUPHYTICA, 1996, 87 (01) :19-31