Title :
Feasibility of SIFT to synthesise KDEX imagery for aviation luggage security screening
Author :
Chan, J.W. ; Omar, A. ; Evans, J.P.O. ; Downes, D. ; Wang, X. ; Liu, Y.
Author_Institution :
Imaging Sci. Group, Nottingham Trent Univ., Nottingham, UK
Abstract :
Prior work indicated that view synthesis methods can reduce the hardware requirement of the kinetic depth effect X-ray (KDEX) imaging technique used for aviation luggage security screening. One of the greatest challenges in view synthesis is to solve the correspondence problem. Scale invariant feature transform (SIFT) has recently gained substantial attention in the computer vision community to address the problem. Due to fundamental differences between visible light images and X-ray images, this paper discusses the feasibility of applying SIFT to transmission X-ray images. Empirical results revealed that SIFT has promising potential to search for X-ray image correspondences. The transparency property of X-ray images provides additional information, which can also constrain the matching process under certain conditions. Future work will focus on improving the SIFT technique to synthesise colour KDEX images produced by materials discriminating dual-energy X-ray sensors.
Keywords :
X-ray imaging; computer vision; feature extraction; image matching; scaling phenomena; security; KDEX imagery synthesis; SIFT; X-ray images; aviation luggage security screening; computer vision; dual-energy X-ray sensors; kinetic depth effect X-ray; matching process; scale invariant feature transform; visible light images; KDE; X-ray; view synthesis;
Conference_Titel :
Crime Detection and Prevention (ICDP 2009), 3rd International Conference on
Conference_Location :
London
DOI :
10.1049/ic.2009.0233