An Android Application for Plant Identification

被引:0
作者
Cheng, Qian [1 ]
Zhao, Hongyan [1 ]
Wang, Chuang [2 ]
Du, Haimei [1 ]
机构
[1] Air Force Engn Univ, Dept Basic Sci, Xian, Shaanxi, Peoples R China
[2] Space Star Technol Co Ltd, Satellite Commun Business Div, Beijing, Peoples R China
来源
PROCEEDINGS OF 2018 IEEE 4TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2018) | 2018年
关键词
Non-Uniform Background Segmentation Algorithm; Joint Classifier; Android Development; SHAPE; RECOGNITION; TEXTURE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an Android application to automatically identify plant species using a single leaf image as input. At the pre-processing phase, we proposed an improved segmentation method to eliminate the noise caused by capturing on non-uniform background so we can obtain the binary image which only contains the leaf shape. Then, several morphological features and Hu moment invariants descriptors were extracted as inputs of a joint classifier which combines the back propagation neural network(BPNN) with a weighted k-nearest-neighbor (KNN) to distinguish 220 species of plants. The outputs of the joint classifier are the top ten species that best match the query leaf image. At the end, we implemented these algorithms on Android OS and the application we developed has been downloaded about a million times.
引用
收藏
页码:60 / 64
页数:5
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