Support Vector Machine-based approach for Recognizing Bonsai Species using Leaf Image

被引:0
作者
Aminuddin, Raihah [1 ]
Maskan, Farizul Azlan [2 ]
Jalil, Ummu Mardhiah Abdul [1 ]
Fesol, Siti Feirusz Ahmad [1 ]
Ibrahim, Shafaf [1 ]
机构
[1] Univ Teknol MARA, Fac Comp & Math Sci, Melaka Branch, Jasin Campus, Melaka, Malaysia
[2] Protech Synergy Sdn Bhd, Petaling Jaya, Selangor, Malaysia
来源
2022 IEEE 18TH INTERNATIONAL COLLOQUIUM ON SIGNAL PROCESSING & APPLICATIONS (CSPA 2022) | 2022年
关键词
bonsai; support vector machine; machine learning; leaf recognition;
D O I
10.1109/CSPA55076.2022.9781913
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Recognition of Bonsai plant is one of the most challenging task. This is because most of the people have less knowledge about Bonsai especially for a beginner. For those who new to this field, it might be hard for them to recognize and identify the species of Bonsai because of its similarity in terms of shape, colour and etc. The incorrect identification of species, may resulting in damaging the Bonsai plant. Furthermore, different species of Bonsai may have different ways to take care of it. Therefore, the information about the Bonsai need to be accessible with the recognition of the species. As a solution, the aims of this project is to develop a system for recognising three species of Bonsai: 1) Adenium, 2) Red Japanese Maple and 3) Natal Plum by using its leaf. The project implemented a Rapid Application Development (RAD) Model as the methodology. There are four phases in RAD: 1) Planning, 2) Design, 3) Implementation and 4) Finalization. In pre-processed phase, feature extraction of the leaf is using colour moment and Gray-Level Co- occurrence Matrix (GLCM) were used for extracting the colour of the leaf. The species of Bonsai has been classified using Support Vector Machine-based approach and the system has been successfully recognize the species of Bonsai with accuracy of 98.2%.
引用
收藏
页码:266 / 271
页数:6
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