UGC Approved Journal no 63975(19)

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Published in:

Volume 5 Issue 8
August-2018
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIRD006003


Registration ID:
186526

Page Number

13-19

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Title

Leaf Classification by Random Forest Classifier Based On Leaf Features Fusion & Zernike Moment

Abstract

This paper presents a classification approach by Random Forest Classifier algorithm for classifying the different types of plants. This Proposed Approach consists of four phases that are image pre-processing, feature extraction, features fusion and classification phases. Most types of plants have unique leaves. There are many features of leaf such as Color features, Vein features, GLCM features, Shape features and Gabor features. Also calculate Zernike moments such as amplitudes and phase. These all features are fused by concatenating of two vectors. So classification approach presented in this research depends on plant’s leaves. Experimental results show accuracy and other parameters measured in this approach with fusion of all these features or their different combinations.

Key Words

Random Forest, Zernike Moment, Gabor Filters, GLCM.

Cite This Article

"Leaf Classification by Random Forest Classifier Based On Leaf Features Fusion & Zernike Moment", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 8, page no.13-19, August-2018, Available :http://www.jetir.org/papers/JETIRD006003.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Leaf Classification by Random Forest Classifier Based On Leaf Features Fusion & Zernike Moment", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 8, page no. pp13-19, August-2018, Available at : http://www.jetir.org/papers/JETIRD006003.pdf

Publication Details

Published Paper ID: JETIRD006003
Registration ID: 186526
Published In: Volume 5 | Issue 8 | Year August-2018
DOI (Digital Object Identifier):
Page No: 13-19
Country: -, -, - .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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