International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 131 | Views: 257

Case Studies | Computer Science & Engineering | India | Volume 6 Issue 4, April 2017 | Popularity: 6.4 / 10


     

Study on Recognizing the Human Face under Invariant Pose, Illumination and Expression using LBP, LoG and SVM

Amrutha


Abstract: Face recognition system uses human face for the identification of the person. Face recognition is a very difficult task there is no separate method that provide an accurate and efficient solution in all the situations like the face image with different pose, illumination and expressions. Local Binary Pattern (LBP) and Laplacian of Gaussian (LoG) operators. Support Vector Machine classifier is used to recognize the human face. The LoG algorithm is used to preprocess the image to detect the edges of the face image to get the image information. The LBP operator divides the face image into several blocks to generate the features information on pixel level by creating LBP labels for all the blocks of image is obtained by concatenating all the individual local histograms. Support Vector Machine classifier (SVM) is used to classify the image. The algorithm performance is verified under the constraints like illumination, expression and pose variation.


Keywords: Face Recognition, Local Binary Pattern, Laplacian of Gaussian, histogram, illumination, pose angle, expression variations, SVM


Edition: Volume 6 Issue 4, April 2017


Pages: 957 - 959



Make Sure to Disable the Pop-Up Blocker of Web Browser




Text copied to Clipboard!
Amrutha, "Study on Recognizing the Human Face under Invariant Pose, Illumination and Expression using LBP, LoG and SVM", International Journal of Science and Research (IJSR), Volume 6 Issue 4, April 2017, pp. 957-959, https://www.ijsr.net/getabstract.php?paperid=ART20172598, DOI: https://www.doi.org/10.21275/ART20172598



Similar Articles

Downloads: 3 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 12 Issue 6, June 2023

Pages: 2287 - 2289

SVM Employed Accurate and Efficient Fusion Based Image Retrieval Model

Shefali Dhingra

Share this Article

Downloads: 39 | Weekly Hits: ⮙2 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, Syria, Volume 10 Issue 3, March 2021

Pages: 524 - 528

Detection and Classification of Skin Cancer using Image Processing Techniques

Maha Shawish, Balsam Eid

Share this Article

Downloads: 107

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1019 - 1020

Survey on Cancer Detection using Content Based Image Retrieval Technique

Aparna W. Bondade, Priti Saktel

Share this Article

Downloads: 107

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1347 - 1354

Human Detection with Non Linear Classification Using Linear SVM

Vaibhav Janbandhu

Share this Article

Downloads: 107

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 1915 - 1919

Optimized Content Based Image Retrieval System using Colored Features with IWD

Damandeep Singh, Nitin Bhagat

Share this Article
Top