Title :
An automatic algorithm for human identification using hand X-ray images
Author :
Kabbara, Yeihya ; Shahin, Ahmad ; Nait-Ali, Amine ; Khalil, Mohamad
Author_Institution :
LaMA, Lebanese Univ., Tripoli, Lebanon
Abstract :
In this work we propose a fully automatic algorithm for human identification using hand X-ray images. More specifically, this approach is appropriate to prevent forgeries in high security level systems. The proposed algorithm consists of three steps, namely: (1) segmentation of phalanges, (2) feature extraction using complex Fourier descriptors, (3) identification based on k-nearest neighbor method. To evaluate the proposed protocol, we have constructed a database containing 32 hand X-ray images, acquired using Apollo EZ X-ray machine from 16 non-pathological adult individuals. Preliminary results show that a 100% identification rate is obtained in some specific conditions.
Keywords :
diagnostic radiography; feature extraction; image segmentation; medical image processing; Apollo EZ X-ray machine; automatic algorithm; complex Fourier descriptor; feature extraction; hand X-ray images; high security level system; human identification; k-nearest neighbor method; phalange segmentation; Biometrics (access control); Feature extraction; Image segmentation; Joints; Thumb; X-ray imaging; Forgeries; Fourier Transform; Hand X-ray; Hidden Biometrics; Human Identification; Segmentation; Spoofing;
Conference_Titel :
Advances in Biomedical Engineering (ICABME), 2013 2nd International Conference on
Conference_Location :
Tripoli
Print_ISBN :
978-1-4799-0249-1
DOI :
10.1109/ICABME.2013.6648874