DocumentCode :
2824507
Title :
A review on various state of art technique to recognize occluded face images
Author :
Sheethal Rao, K. ; Fernandes, Steven L. ; Haniben, Patel ; Prajna ; Pratheek ; Devadiga, Rakshan V. ; Kottary, Shivani ; Surakshitha, Thilak P.
Author_Institution :
Dept. Electron. & Commun., Gov. of Karnataka Res. Centre, Mangalore, India
fYear :
2015
fDate :
26-27 Feb. 2015
Firstpage :
595
Lastpage :
601
Abstract :
One of the well-known problems of the face recognition is occlusion. Occlusion in an image refers to hindrance in the view of an object. The article aims to give a detailed survey of the face recognition under occlusion. Human face recognition under occlusion is broadly classified into 8 categories Karhunen-Loeve Expansion Method, Model Based Method, Correlation Based Method, Template Based Method, Feature Based Method, Geometric Based Method, Singular Value Decomposition Based Method and Neural Network Based Algorithm. For these categories standard databases used are AR, Ex. Yale B, FRGC v2, CMU Multi-PIE, Bosphorus, CAS-PEAL, LFPW, FERET. Structured Sparse Error Coding method using Extended Yale B Database gives the recognition rate of 99% which is the better method compared to other methods. A comparative analysis helped us to know the merits and demerits of the referred articles.
Keywords :
face recognition; geometry; neural nets; singular value decomposition; AR; Bosphorus database; CAS-PEAL database; CMU multi-PIE database; Ex. Yale B; FERET database; FRGC v2; Karhunen-Loeve expansion method; LFPW database; correlation based method; extended Yale B database; feature based method; geometric based method; model based method; neural network based algorithm; occluded face image recognition; singular value decomposition based method; template based method; Databases; Face; Face recognition; Feature extraction; Robustness; Shape; Three-dimensional displays; Automatic 3-D Face recognizer; Discrete Transform Linear Binary Pattern; Face Recognition; Half-quadratic framework; Occlusion; Regularized Robust Coding; Yale B Database;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronics and Communication Systems (ICECS), 2015 2nd International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-7224-1
Type :
conf
DOI :
10.1109/ECS.2015.7124977
Filename :
7124977
Link To Document :
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