DocumentCode
665185
Title
Design of contactless hand biometric system with relative geometric parameters
Author
Siswanto, A. ; Tarigan, P. ; Fahmi, F.
Author_Institution
Dept. of Electr. Eng., Univ. of Sumatera Utara, Medan, Indonesia
fYear
2013
fDate
7-8 Nov. 2013
Firstpage
199
Lastpage
203
Abstract
The main concern in contactless biometric system is the position of the hand that may vary relatively to camera. This variation of position result in different parameters of hand geometry captured from the same person, in different time, which is a serious problem in identification process. This paper presents a novel contactless biometric verification system based on relative geometric parameters of the hand, as the biometric feature. A webcam captured color image of the hand, which will be transformed into binary image for segmentation, based on thresholding technique. Binary image was extracted to get nine absolute geometrical sizes. The relative geometric parameters derived from ratios between those geometrical sizes were calculated. Feature extraction was processed by scanning technique. Matching was conducted based on match score, which is the output result by feeding relative geometric parameters to backpropagation-trained artificial neural network. Our design provided accuracy of 87.237%, precision of 85.798%, False Match Rate (FMR) of 14.780%, and False Non Match Rate (FNMR) of 10.747%.
Keywords
backpropagation; feature extraction; geometry; image segmentation; absolute geometrical sizes; backpropagation-trained artificial neural network; binary image segmentation; color image; contactless hand biometric system; feature extraction; novel contactless biometric verification system; relative geometric parameters; thresholding technique; Artificial neural networks; Bioinformatics; Biometrics (access control); Feature extraction; Image segmentation; Thumb; backpropagation; biometric system; contactless hand geometry; neural network;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation, Communications, Information Technology, and Biomedical Engineering (ICICI-BME), 2013 3rd International Conference on
Conference_Location
Bandung
Print_ISBN
978-1-4799-1649-8
Type
conf
DOI
10.1109/ICICI-BME.2013.6698492
Filename
6698492
Link To Document