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基于多光谱成像传感器的水稻叶瘟识别与分类

[Identification and classification of rice leaf blast based on multi-spectral imaging sensor].

作者信息

Feng Lei, Chai Rong-Yao, Sun Guang-Ming, Wu Di, Lou Bing-Gan, He Yong

机构信息

College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China.

出版信息

Guang Pu Xue Yu Guang Pu Fen Xi. 2009 Oct;29(10):2730-3.

Abstract

Site-specific variable pesticide application is one of the major precision crop production management operations. Rice blast is a severe threat for rice production. Traditional chemistry methods can do the accurate crop disease identification, however they are time-consuming, require being executed by professionals and are of high cost. Crop disease identification and classification by human sight need special crop protection knowledge, and is low efficient. To obtain fast, reliable, accurate rice blast disease information is essential for achieving effective site-specific pesticide applications and crop management. The present paper describes a multi-spectral leaf blast identification and classification image sensor, which uses three channels of crop leaf and canopy images. The objective of this work was to develop and evaluate an algorithm under simplified lighting conditions for identifying damaged rice plants by the leaf blast using digital color images. Based on the results obtained from this study, the seed blast identification accuracy can be achieved at 95%, and the leaf blast identification accuracy can be achieved at 90% during the rice growing season. Thus it can be concluded that multi-spectral camera can provide sufficient information to perform reasonable rice leaf blast estimation.

摘要

特定地点变量农药施用是精准作物生产管理的主要操作之一。稻瘟病对水稻生产构成严重威胁。传统化学方法能够准确识别作物病害,但耗时较长,需要专业人员执行且成本高昂。依靠肉眼进行作物病害识别和分类需要具备专业的作物保护知识,而且效率低下。获取快速、可靠、准确的稻瘟病信息对于实现有效的特定地点农药施用和作物管理至关重要。本文介绍了一种多光谱叶瘟识别与分类图像传感器,它利用作物叶片和冠层图像的三个通道。这项工作的目标是开发并评估一种在简化光照条件下利用数字彩色图像识别受叶瘟侵害的水稻植株的算法。基于本研究获得的结果,在水稻生长季节,种子瘟识别准确率可达95%,叶瘟识别准确率可达90%。因此可以得出结论,多光谱相机能够提供足够的信息来对水稻叶瘟进行合理评估。

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