Title :
Face Recognition Using Active Illumination Equalization and Mirror Image Superposition as Pre-processing Techniques
Author :
Babu, S. Hitesh ; Shreyas, H.R. ; Manikantan, K. ; Ramachandran, Siddharth
Author_Institution :
Dept. of Electron. & Commun. Eng, M.S. Ramaiah Inst. of Tech, Bangalore, India
Abstract :
Face Recognition (FR) under varying lighting conditions and pose is very challenging. This paper proposes a novel approach for enhancing the performance of a FR system, employing a unique combination of Active Illumination Equalization (AIE), Image Sharpening (IS), Standard Deviation Filtering (SDF), Mirror Image Superposition (MIS) and Binary Particle Swarm Optimization (BPSO). AIE is used for removal of non-uniform illumination and MIS is used to neutralize pose variance. Discrete Wavelet Transform (DWT) and Discrete Cosine Transform (DCT) are used for efficient feature extraction and BPSO-based feature selection algorithm is used to search the feature space for the optimal feature subset. Experimental results, obtained by applying the proposed algorithm on Color FERET, Pointing Head Pose and Extended Yale B face databases, show that the proposed system outperforms other FR systems.
Keywords :
discrete cosine transforms; discrete wavelet transforms; face recognition; feature extraction; feature selection; image enhancement; image retrieval; particle swarm optimisation; pose estimation; AIE; BPSO-based feature selection algorithm; Color FERET database; DCT; DWT; FR system performance enhancement; IS; MIS; SDF; active illumination equalization; binary particle swarm optimization; discrete cosine transform; discrete wavelet transform; extended Yale B face database; face recognition; feature extraction; feature space search; image sharpening; mirror image superposition; nonuniform illumination removal; optimal feature subset; pointing head pose database; pose variance neutralisation; preprocessing technique; standard deviation filtering; Databases; Discrete cosine transforms; Discrete wavelet transforms; Feature extraction; Head; Image edge detection; Lighting; Active Illumination Equalization; Binary Particle Swarm Optimization; Discrete Wavelet Transform; Face Recognition; Feature Extraction; Image Pre-processing; Mirror Image Superposition;
Conference_Titel :
Signal and Image Processing (ICSIP), 2014 Fifth International Conference on
Conference_Location :
Jeju Island
DOI :
10.1109/ICSIP.2014.21