Title :
A comparison of classification approaches for threat detection in CT based baggage screening
Author :
Megherbi, Najla ; Jiwan Han ; Breckon, Toby P. ; Flitton, Greg T.
Author_Institution :
Sch. of Eng., Cranfield Univ., Cranfield, UK
fDate :
Sept. 30 2012-Oct. 3 2012
Abstract :
Computed Tomography (CT) based baggage security screening systems are of increasing use in transportation security. The ability to automatically identify potential threat item is a key aspect of current research in this area. Here we present a comparison of varying classification approaches for the automated detection of threat objects in cluttered 3D CT imagery from such security screening systems. By combining 3D medical image segmentation techniques with 3D shape classification and retrieval methods we compare five varying final classification stage approaches and present significant performance achievements in the automated detection of specified exemplar items.
Keywords :
computerised tomography; image classification; image retrieval; image segmentation; medical image processing; national security; object detection; security; shape recognition; transportation; 3D medical image segmentation techniques; 3D shape classification methods; 3D shape retrieval methods; CT based baggage security screening system; automated threat object detection; classification approaches; cluttered 3D CT imagery; computed tomography based baggage security screening system; transportation security; Computed tomography; Decision trees; Histograms; Indexes; Security; Shape; Vectors; 3D Zernike descriptors; 3D medical image segmentation; 3D object recognition; automated classification; aviation security; histogram of shape index;
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2012.6467558