Radon transform based real-time weed classifier

被引:0
|
作者
Haq, Muhammad Inam ul [1 ]
Naeem, Abdul Muhamin [2 ]
Ahmad, Irshad [3 ]
Islam, Muhammad [4 ]
机构
[1] Ctr IT, Inst Management Sci, Peshawar, Pakistan
[2] Farabi Coll Peshawar, Dept Comp Sci, Peshawar, Pakistan
[3] Islamia Coll Peshawar, Dept Comp Sci, Peshawar, Pakistan
[4] FASTNU, Dept Telecommun Engn, Peshawar, Pakistan
关键词
ecology; image processing; radon transform; real-time recognition; weed detection;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A machine vision system to detect and discriminate crop and weed plants in a commercial agricultural environment was developed and tested. Images are acquired in agricultural fields under natural illumination were studied extensively, and a weed classifier based on Radon Transform is developed. This classifier is specifically developed to classify images into broad (having broad leaves) and narrow (having narrow leaves) classes for real-time selective herbicide application. The developed system has been tested on weeds in the lab; the results shows reliable performance and significantly less computational efforts on images of weeds taken under varying field conditions. The analysis of the results shows over 93.5% classification accuracy over a database of 200 sample images with 100 samples from each category of weeds.
引用
收藏
页码:245 / +
页数:3
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