International Journal of Engineering Research in Computer Science and Engineering (IJERCSE)

Monthly Journal for Science , Computer Science and Engineering

Volume5,March 2018,

Topic : Analysis and Retrieval of Leaf Images Based On Feature Extraction Method

Authors:M.Rajeshwari || Dr.R.Shenbagavalli

Abstract:Image processing is a method to perform some operations on an image in order to extract some useful information. Feature Extraction is one of the significant techniques in image processing. In this Paper, the analysis was processed in three steps. First, the leaf images were preprocessed using Median Filter and transformed into LBP (Local Binary Pattern).Second, the retrieval was performed using feature extraction methods such as GLCM (Gray Level Co-occurrence Matrix), CGLCM (Color Gray Level Co-occurrence Matrix), Shape and Hybrid. In each method, various statistical measurements like Contrast, Correlation, Energy, Homogeneity, Entropy, Area, Perimeter, and Eccentricity were calculated. The KNN classification algorithm was used to retrieve the relevant images. The dataset was collected by capturing some 10 types of leaves using Digital Camera. Each type contains 10 images and used for analysis. Finally, the Performance measurement such as Precision and Recall were measured for each extraction method. The Hybrid extraction method produces the better result than the individual method. This analysis is used to identify the medicinal leaves and its use from the large collection of Database.

Keywords: Feature Extraction, LBP, GLCM, CGLCM, KNN-Classifier, Recall and Precision.

Download Paper

DOI: 01.1617/vol5/iss3/pid72948

Related Articles

Wormhole Attack Prevention and Detection Approaches in Mobile Ad hoc Networks: A Survey.

Authors: Avinash Singh || Ram Singar Verma

Doi : 01.1617/vol4/iss03/pid34591

Volume4 ,March 2018.

Developing a GIS Platform for Tourism marketing and promotion In Nigeria: Case Study Of Bauchi State

Authors: Abubakar Siddiq Ango || Abdulsalam Waheed Abdulfatah, Idrissa Djibo

Doi : 01.1617/vol3/iss09/pid91783

Volume3 ,September 2018.

Decentralized Trust Management and Trust Worthiness of Cloud Environments

Authors: Qhubaib Syed || Syed Afzal Ahmed,Syed Abdul Haq

Doi : 01.1617/vol4/iss4/pid21386

Volume4 ,April 2018.

Brain Controlled Chess Based on Virtual Reality Control for Paralyzed Patients

Authors: Sindhura Rao || Ashwini S,Kusuma Mohanchandra

Doi : 01.1617/vol4/iss4/pid82074

Volume4 ,April 2018.

Multilevel Authentication System

Authors: Nichita Silva Lobo || Beverly Rodrigues,Pavni Alluri,Prathibha Singh,Nicole Alvares

Doi : 01.1617/vol4/iss4/pid82135

Volume4 ,April 2018.

Stock Prediction Using Clustering And Regression Techniques

Authors: Shalini Lotlikar || Megha Ainapurkar

Doi : 01.1617/vol4/iss4/pid39708

Volume4 ,April 2018.

Brain Tumor Detection using Image Segmentation

Authors: Siddhi N. Nerurkar ||

Doi : 01.1617/vol4/iss4/pid02845

Volume4 ,April 2018.

Video Mining using Query by Example

Authors: Rosebud Valadares ||

Doi : 01.1617/vol4/iss4/pid89542

Volume4 ,April 2018.

Fuzzy Opinion Mining for Product Recommender System

Authors: Aarti Bandodker ||

Doi : 01.1617/vol4/iss4/pid03652

Volume4 ,April 2018.

Aadhaar and Server based Electoral system

Authors: Yugansh Garg || Sakshi Mishra

Doi : 01.1617/vol4/iss4/pid69053

Volume4 ,April 2018.


Call for Papers


Editor Image

Dr. Allon Guez
Professor, Drexel University,

View more



Google Scholar Profile

Thomson Reuters ID : q-6288-2016.
ORCiD Research ID : 0000-0001-9540-6799

All Issues


Journal Code : IJERCSE
Electronic ISSN : 2394-2320
Impact Factor : 4.890
Frequency : monthly
Contact :