FACE RECOGNITION BASED ON LOCAL DERIVATIVE TETRA PATTERN
Journal Title: ICTACT Journal on Image and Video Processing - Year 2017, Vol 8, Issue 1
Abstract
This paper proposes a new face recognition algorithm called local derivative tetra pattern (LDTrP). The new technique LDTrP is used to alleviate the face recognition rate under real-time challenges. Local derivative pattern (LDP) is a directional feature extraction method to encode directional pattern features based on local derivative variations. The nth -order LDP is proposed to encode the first (n-1)th order local derivative direction variations. The LDP templates extract high-order local information by encoding various distinctive spatial relationships contained in a given local region. The local tetra pattern (LTrP) encodes the relationship between the reference pixel and its neighbours by using the first-order derivatives in vertical and horizontal directions. LTrP extracts values which are based on the distribution of edges which are coded using four directions. The LDTrP combines the higher order directional feature from both LDP and LTrP. Experimental results on ORL and JAFFE database show that the performance of LDTrP is consistently better than LBP, LTP and LDP for face identification under various conditions. The performance of the proposed method is measured in terms of recognition rate.
Authors and Affiliations
Geetha A, Mohamed Sathik M, Jacob Vetharaj Y
Keywords
Related Articles
- EP ID EP372669
- DOI 10.21917/ijivp.2017.0202
- Views 73
- Downloads 0
COMPARISON OF CONTOUR FEATURE BASED AND INTENSITY BASED INSAT-3D MET IMAGES COREGISTRATION FOR SUB PIXEL ACCURACIES
Image registration in meteorological images that are acquired continuously for their use in weather forecast activities and other related scientific analysis is a critical requirement. Meteorological images are obtained...
IMPROVED FINGERPRINT COMPRESSION TECHNIQUE WITH DECIMATED MULTI-WAVELET COEFFICIENTS FOR LOW BIT RATES
In this paper, a multi-wavelet transform with decimated frequency bands is proposed to be used in the Set Partitioning in Hierarchical Trees (SPIHT) algorithm to improve fingerprint image compression. Either shuffled or...
BIT RATE REDUCTION FOR H.264/AVC VIDEO BASED ON NOVEL HEXAGON SEARCH ALGORITHM
Video compression without losing the quality of information is more complex and time consuming process in video communication. H.264/AVC is designed and developed to meet corresponding video compression. Motion estimatio...
LINK MARGIN FOR WIRELESS RADIO COMMUNICATION LINK
The systematic evaluation of the link budget calculation for the satellite and terrestrial communication is presented in this article. Communication link between the satellite and earth station is dependent on various pr...
EDGE DETECTION USING MULTISPECTRAL THRESHOLDING
Edge detection is a fundamental tool in image processing and computer vision, particularly in the areas of feature detection and extraction. Among various edge detection methods, Otsu method is one of the best optimal th...