Face Retrieval Based on LBP

Authors

  • BS Swetha M.Tech CSE, PA College Of Engineering Mangalore
  • Raibag MA Assistant Professor, Dept. of CSE, PA College Of Engineering, Mangalore

Keywords:

Image Retrieval, Face detection, Viola – Jones technique, Local Binary Pattern

Abstract

Now-a-days we find enormous number of photos in our daily life, most photos are digital images where we frequently find in the social Network (like facebook.) and those images are with human faces. Retrieving an face image from these large set of data is the biggest problem we are facing today. In this work, The aim is to address this problem which is to retrieve a face image from the database We propose 3 Orthogonal methods for the face image retrieval from the Real – database system. The Viola – Jones technique is used for Face detection. The basic LBP pattern was applied to the facial landmarks and the LBP histogram is developed to the features. And finally by finding the Histogram distance for the images, the minimum nearest value image will be required image to be retrieved. The ranked result image retrieval system possess almost 45% of accuracy.

References

A. J. Colmenarez and T. S. Huang, “Face detection with information-based maximum discrimination,” Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 782-787,1997.

Viola, P. and Jones, M. Rapid object detection using boosted cascade of simple Features. IEEE Conference on Computer Vision and Pattern Recognition, 2001.

Adolf, F. How-to build a cascade of boosted classifiers based on Haar-like features.http://robotik.inflomatik.info/other/opencv/Open

CV_ObjectDetection_HowTo.pdf,June 20 2003.

Cristinacce, D. and Cootes, T. Facial feature detection using AdaBoost with shape constraints. British Machine Vision Conference, 2003.

Freund; Schapire (1999). “A Short Introduction to Boosting” (PDF): introduction to AdaBoost

T. Ojala, M. Pietikainen, and D. Harwood, “A comparative study of texture measures with classification based on feature distributions,” Pattern Recognition, vol. 29 , 1996, pp. 51-59

Trefný, Jirí, and Jirí Matas."Extended set of local binary patterns for rapid object detection.” Proceedings of the Computer Vision Winter Workshop. Vol. 2010. 2010.

Sung-Hyuk Cha, S.N. Srihari,On Measuring the Distance between Histogram in: USA,June 2001

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Published

2024-02-26

How to Cite

BS, S., & Raibag, M. A. (2024). Face Retrieval Based on LBP. COMPUSOFT: An International Journal of Advanced Computer Technology, 4(05), 1814–1817. Retrieved from https://ijact.in/index.php/j/article/view/317

Issue

Section

Original Research Article

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