Universiti Teknologi Malaysia Institutional Repository

Enhancement of template-based method for overlapping rubber tree leaf identification

Anjomshoae, S. T. and Rahim, M. S. M. (2016) Enhancement of template-based method for overlapping rubber tree leaf identification. Computers and Electronics in Agriculture, 122 . pp. 176-184. ISSN 0168-1699

Full text not available from this repository.

Official URL: https://www.scopus.com/inward/record.uri?eid=2-s2....

Abstract

The position of rubber tree leaflets is one of the critical features for rubber clone classification. These leaflets exist in three possible positions: overlapping, touching, or separated. This paper proposed a template-based method for overlapping rubber tree leaf identification. Initially, the key point based feature extraction method is adopted. The key features of overlapping and non-overlapping leaf assist in identifying similar shapes through comparison, using the nearest neighbor algorithm. This process is implemented by constructing a directory which consists of various rubber leaf images with different positions. Next, the key points in the input leaf image are compared with the key points of the template image to identify the position of leaflets. The outcome of this study proves that the template-based method is suitable for overlapping and non-overlapping rubber tree leaf identification.

Item Type:Article
Uncontrolled Keywords:Feature extraction, Forestry, Rubber, Template matching, Critical features, Keypoints, Nearest neighbor algorithm, Overlapping object, Rubber tree, SIFT, Template based methods, Template images, Image matching, algorithm, detection method, identification method, leaf area, numerical method, rubber, tree, Hevea brasiliensis
Subjects:Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions:Computing
ID Code:73762
Deposited By: Haliza Zainal
Deposited On:18 Nov 2017 04:31
Last Modified:18 Nov 2017 04:31

Repository Staff Only: item control page