Plant Species Identification Based on Neural Network

被引:14
作者
Zhang, Lei [1 ]
Kong, Jun [2 ]
Zeng, Xiaoyun [3 ]
Ren, Jiayue [4 ]
机构
[1] Northeast Normal Univ, Network Informat Ctr, Changchun, Jilin Province, Peoples R China
[2] Northeast Normal Univ, Comp Sch, Changchun, Jilin Province, Peoples R China
[3] Yangzhou Polytech Coll, Yangzhou, Jiangsu, Peoples R China
[4] Aviat Univ AF, Changchun, Peoples R China
来源
ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS | 2008年
关键词
D O I
10.1109/ICNC.2008.253
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Computer-Aided Plant Species Identification acts significantly on plant digital museum system and systematic botany, which is the groundwork for research and development of plant. This paper presents a new method for plant species identification using leaf image. It focuses on the stable features extraction of leaf such as the geometrical features of shape and the texture features of venation. The 2-D moment invariants, Wavelet statistical features are used to extract leaf information. Self-Organizing Feature Map (SOM) neural network has the advantages of simple structure, ordered mapping topology and low complexity of learning. It is suitable for many complex problems such as multi-class pattern recognition, high dimension input vector and large quantity training data. So this paper use SOM neural network to identify the plant species. The experimental results illustrate the effectiveness of this method.
引用
收藏
页码:90 / +
页数:2
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