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Image Detection and Verification Using Local Binary Pattern with SVM


Affiliations
1 G. H. Riasoni College of Engineering and Management, Wagholi, Pune, India
 

Local Binary Patterns (LBP) is a non-parametric descriptor whose aim is to efficiently summarize the local structures of images. In recent years, it has aroused increasing interest in many areas of image processing and computer vision, and has shown its effectiveness in a number of applications, in particular for facial image analysis, including tasks as diverse as face detection, face recognition, facial expression analysis, demographic classification, etc. This paper presents a comprehensive survey of LBP methodology including several more recent variations. As a typical application of the LBP approach, LBP-based facial image analysis is extensively reviewed, while its successful extensions in dealing with various tasks of facial image analysis are also highlighted.

Keywords

Image Classification, Local Binary Patterns, Support Vector Machine (SVM), Image Forensic.
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  • Image Detection and Verification Using Local Binary Pattern with SVM

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Authors

Pradnya Sanas
G. H. Riasoni College of Engineering and Management, Wagholi, Pune, India
Poonam Gupta
G. H. Riasoni College of Engineering and Management, Wagholi, Pune, India

Abstract


Local Binary Patterns (LBP) is a non-parametric descriptor whose aim is to efficiently summarize the local structures of images. In recent years, it has aroused increasing interest in many areas of image processing and computer vision, and has shown its effectiveness in a number of applications, in particular for facial image analysis, including tasks as diverse as face detection, face recognition, facial expression analysis, demographic classification, etc. This paper presents a comprehensive survey of LBP methodology including several more recent variations. As a typical application of the LBP approach, LBP-based facial image analysis is extensively reviewed, while its successful extensions in dealing with various tasks of facial image analysis are also highlighted.

Keywords


Image Classification, Local Binary Patterns, Support Vector Machine (SVM), Image Forensic.