Title :
Local composition derivative pattern for palmprint recognition
Author :
Shojaiee, Faegheh ; Hajati, Farshid
Author_Institution :
Electr. Eng. Dept., Tafresh Univ., Tafresh, Iran
Abstract :
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.
Keywords :
palmprint recognition; 2D_3D_palmprint database; Hong Kong Polytechnic University; LBP encoding; LCDP; biometric trait; central pixel; directional derivative information; directional direction; dynamic threshold value; first order derivative information; first-order derivative information; local composition derivative pattern; nondirectional local binary pattern; palmprint recognition; radial derivative information; radial direction; static threshold value; threshold function; Accuracy; Data mining; Databases; Educational institutions; Feature extraction; Histograms; Probes; dynamic threshold value; local binary pattern (LBP); local composition derivative pattern (LCDP); micro-pattern; palmprint recognition;
Conference_Titel :
Electrical Engineering (ICEE), 2014 22nd Iranian Conference on
Conference_Location :
Tehran
DOI :
10.1109/IranianCEE.2014.6999675