Volume 7 Number 2 (Apr. 2015)
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IJCEE 2015 Vol.7(2): 101-108 ISSN: 1793-8163
DOI: 10.17706/IJCEE.2015.V7.876

Orientation Invariant Object Recognitions Using Geometric Moments Invariants and Color Histograms

Saleha Samad, Anam Haq, Shoab A. khan
Abstract—Object recognition is a very challenging task in artificial intelligence and robotics. Many approaches have been implemented to achieve this task with greater precision and accuracy. In this paper we have implemented the approach of detecting objects in images undergo with the change in scale, rotation, and orientation. Extracting Geometric moments invariant which are extensively use to extort global features and using color histogram approach we have improved the previously recognition rate to a significant measure. The accuracy of classification is increased by adding the new feature of color Histogram which is also an invariant feature for change in scale rotation, translation, and orientation of objects and using support vector machine learning algorithm for classification.

Index Terms—Canny edge detection, color histogram, geometric moments, radial basis function, support vector machine.

Department of Computer Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology, Pakistan.

Cite:Saleha Samad, Anam Haq, Shoab A. khan, "Orientation Invariant Object Recognitions Using Geometric Moments Invariants and Color Histograms," International Journal of Computer and Electrical Engineering vol. 7, no. 2, pp. 101-108, 2015.

General Information

ISSN: 1793-8163
Frequency: Bimonthly
Editor-in-Chief: Prof. Yucong Duan
Abstracting/ Indexing: EI (INSPEC, IET), Ulrich's Periodicals Directory, Google Scholar, EBSCO, Engineering & Technology Digital Library, ProQuest, and Electronic Journals Library
E-mail: ijcee@iap.org

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