Using digital image processing for counting whiteflies on soybean leaves

被引:57
作者
Arnal Barbedo, Jayme Garcia [1 ]
机构
[1] Embrapa Agr Informat, BR-13083886 Campinas, SP, Brazil
关键词
Digital image processing; Whiteflies; Soybean leaves; Counting;
D O I
10.1016/j.aspen.2014.06.014
中图分类号
Q96 [昆虫学];
学科分类号
摘要
This paper presents a new system, based on digital image processing, to quantify whiteflies on soybean leaves. This approach allows counting to be fully automated, considerably speeding up the process in comparison with the manual approach. The proposed algorithm is capable of detecting and quantifying not only adult whiteflies, but also specimens in the nymph stage. A complete performance evaluation is presented, with emphasis on the conditions and situations for which the algorithm succeeds, and also on the circumstances that need further work. Although this proposal was entirely developed using soybean leaves, it can be easily extended to other kinds of crops with little or no changes in the algorithm. The system employs only widely used image processing operations, so it can be easily implemented in any image processing software package. (C) 2014 Korean Society of Applied Entomology, Taiwan Entomological Society and Malaysian Plant Protection Society. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:685 / 694
页数:10
相关论文
共 16 条
[1]  
[Anonymous], 2013, IOSR J ELECT COMMUNI
[2]  
[Anonymous], 1978, ACM SIGGRAPH COMPUT, DOI [10.1145/965139.807361, DOI 10.1145/965139.807361]
[3]  
Barbedo J. G. A., 2012, Proceedings of the 12th International Conference on Computational Science and Its Applications (ICCSA 2012), P83, DOI 10.1109/ICCSA.2012.23
[4]  
Barbedo J.G.A., 2013, P 9 BRAZ C AGR
[5]   Prototype of a vision based system for measurements of white fly infestation [J].
Bauch, C ;
Rath, T .
Proceedings of the International Conference on Sustainable Greenhouse Systems, Vols 1 and 2, 2005, (691) :773-779
[6]  
Bechar I., 2010, INVAIB 2010 VISUAL O
[7]   A cognitive vision approach to early pest detection in greenhouse crops [J].
Boissard, Paul ;
Martin, Vincent ;
Moisan, Sabine .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2008, 62 (02) :81-93
[8]  
Cho J., 2007, Red, V346, P244, DOI DOI 10.1016/J.ECOINF.2014.09.006
[9]  
Fina F, 2013, INT J ADV BIOTECHNOL, V4, P189
[10]  
Flint M., 2002, WHITEFLIES INTEGRATE