2014 · 13 citations · 12 references
ComputingComputer ScienceAuthenticationComputer VisionMachine LearningBiometric AuthenticationFeature DetectionImage ClassificationImage Feature EngineeringOptical Character RecognitionPattern RecognitionBiometric Feature ExtractionDirectional DerivativesFingerprint RecognitionLocal Binary PatternsPalmprint RecognitionStatic Threshold Selection
Palmprint is a reliable and unique biometric trait with high acceptability. In this paper, we propose a new Local Composition Derivative Pattern (LCDP) for palmprint recognition. LCDP extracts first order derivative information of images along radial and directional directions which can capture more detailed information than the non-directional local binary pattern (LBP). Different from LBP encoding just the binary result of the radial derivative among central pixel and local neighbors by using a simple threshold function with static threshold value, the LCDP extracts discriminative local information by composition of both radial and directional derivatives information by using a threshold function with dynamic threshold value which obtains by first-order derivative information among local neighbors. Experimental evaluation through palmprint recognition on the Hong Kong Polytechnic University 2D_3D_palmprint database demonstrates the LCDP performs much better than LBP for palmprint identification.
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Online palmprint identification
David Zhang, Wai-Kin Kong, Jane You et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 1.5K citations · Full text
A survey of palmprint recognition
Adams Wai‐Kin Kong, David Zhang, Mohamed S. Kamel · Pattern Recognition · 2009 · 541 citations
Computing, Forestry, Digital Imaging +10
Palmprint feature extraction using 2-D Gabor filters
Wai Kin Kong, David Zhang, Wenxin Li · Pattern Recognition · 2003 · 382 citations