Computer image analysis of seed shape and seed color for flax cultivar description

被引:71
作者
Dana, Wiesnerova [1 ]
Luo, Wiesner [1 ]
机构
[1] Acad Sci Czech Republ, Ctr Biol, Inst Plant Mol Biol, Grp Mol Biodivers, CZ-37005 Ceske Budejovice, Czech Republic
关键词
agro-biodiversity preservation; computer image analysis; flax seed descriptors; flax cultivar clustering; hierarchical clustering; Multivariate analysis; principal component analysis; seed color; seed shape;
D O I
10.1016/j.compag.2007.10.001
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
We applied computer image analysis to group together flax cultivars (Linum usitatissimum L.) according to their similarity in commercially important dry seed traits. Both the seed shape and seed-color traits were tested on 53 cultivars from world germplasm collections. Four shape traits (Area, Perimeter, MeanChord, and MinFeret) and three color traits (L*, a*, b* calculated from original RGB color channels as CIE color space coordinates) were computer extracted from digital images of 62349 seeds with 1200 seeds per cultivar in average. Cultivar clustering was generated by two independent methods of multivariate analysis. Principal Component Analysis (PCA) was complemented by hierarchical clustering with Unweighted Pair Group Method with Arithmetic Mean (UPGMA). Significant multivariate clustering was obtained both by using non-reduced data set composed of all seven seed traits or by reduced data set made of only three color traits, while calculation with data set of only four seedshape traits did not produce significant cultivar clusters. Based on the results we recommend that current qualitative sensorical seed descriptors routinely used for cultivar characterization may be supplemented by more informative continuous quantitative descriptors obtainable at low cost from dry flax seeds. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:126 / 135
页数:10
相关论文
共 23 条
[1]  
Boerner Andreas, 2006, Biotechnology Journal, V1, P1393, DOI 10.1002/biot.200600131
[2]   Heritability of seed shape and seed size in soybean [J].
Cober, ER ;
Voldeng, HD ;
FregeauReid, JA .
CROP SCIENCE, 1997, 37 (06) :1767-1769
[3]  
Corbalán M, 2000, OPT ENG, V39, P1470, DOI 10.1117/1.602519
[4]   Cabbage, lentil, pepper and tomato seed germination monitored by an image analysis system [J].
Dell'Aquila, A .
SEED SCIENCE AND TECHNOLOGY, 2004, 32 (01) :225-229
[5]   Seed colour, seed weight and seed oil content in Linum usitatissimum accessions held by Plant Gene Resources of Canada [J].
Diederichsen, A. ;
Raney, J. P. .
PLANT BREEDING, 2006, 125 (04) :372-377
[6]  
Diederichsen A, 2003, MED AROM PLANTS, V34, P22
[7]   Agrobiodiversity with emphasis on plant genetic resources [J].
Hammer, K ;
Arrowsmith, N ;
Gladis, T .
NATURWISSENSCHAFTEN, 2003, 90 (06) :241-250
[8]   Design and performance of a color chart based in digitally processed images for sensory valuation of piquillo peppers (Capsicum annuum) [J].
Hernández, B ;
Sáenz, C ;
Alberdi, C ;
Alfonso, S ;
Berrogui, M ;
Diñeiro, JM .
COLOR RESEARCH AND APPLICATION, 2004, 29 (04) :305-311
[9]  
Himmelsbach DS, 1998, CELL MOL BIOL, V44, P99
[10]  
Hintze J. L., 2007, NCSS HELP SYSTEM