计算机应用与软件2017,Vol.34Issue(8):36-41,80,7.DOI:10.3969/j.issn.1000-386x.2017.08.007
基于移动端的月季花快速识别方法研究
RAPID RECOGNITION APPROACH FOR CHINESE ROSE BASED ON MOBILE PHONE
摘要
Abstract
The rapid recognition of flower and plants has become the research hotspot of horticultural plants research.We chose the Chinese rose which lives in the natural background as a research object.Based on convenience and advantages of mobile phone, a rapid recognition method for Chinese rose is proposed.After using the artificial interactive image segmentation preprocessing, we used the new main color extraction algorithm and the shape feature description algorithm to extract the main color and shape features.Then twenty two texture features were extracted by applying the improved fusion GLCM and LBP algorithm.18 strong classification characteristics were got by using feature selection algorithm.Finally, random forest algorithm was used to test 1 000 images and the average recognition rate can reach 93.5%, and the result shows that this method has well recognition effect and fast recognition speed.关键词
特征提取/随机森林/特征选择/快速识别Key words
Feature extraction/Random forest/Feature selection/Rapid recognition分类
信息技术与安全科学引用本文复制引用
庞俊震,淮永建..基于移动端的月季花快速识别方法研究[J].计算机应用与软件,2017,34(8):36-41,80,7.基金项目
中央高校基本科研业务费专项(2015ZCQ-XX). (2015ZCQ-XX)