Title :
A novel intensity limiting approach to Metal Artefact Reduction in 3D CT baggage imagery
Author :
Mouton, Andre ; Megherbi, Najla ; Flitton, Greg T. ; Bizot, S. ; Breckon, Toby P.
Author_Institution :
Sch. of Eng., Cranfield Univ., Cranfield, UK
fDate :
Sept. 30 2012-Oct. 3 2012
Abstract :
This paper introduces a novel technique for Metal Artefact Reduction (MAR) in the previously unconsidered context 3D CT baggage imagery. The output of a conventional sinogram completion-based MAR approach is refined by imposing an upper limit on the intensity of the corrected images and by performing post-filtering using the non-local means filter. Furthermore, performance is evaluated using a novel quantitative analysis technique, using the ratio of noisy 3D SIFT detection points identified, as well as a standard qualitative comparison (visual quality). The objective of the quantitative analysis is to evaluate the impact of MAR on the application of computer vision techniques for automatic object recognition. The study yields encouraging results in both the qualitative and quantitative analyses. The proposed method yields a significant improvement in performance when compared to algorithms based on linear interpolation and reprojection-reconstruction; especially in terms of reducing the occurrence of new artefacts in the corrected images. The results serve as a strong indication that MAR will aid human and computerised analyses of 3D CT baggage imagery for transport security screening.
Keywords :
computer graphics; computer vision; computerised tomography; filtering theory; national security; object detection; object recognition; performance evaluation; transforms; 3D CT baggage imagery; automatic object recognition; computer vision technique; corrected image intensity; intensity limiting approach; metal artefact reduction; noisy 3D SIFT detection point ratio; nonlocal means filter; performance evaluation; performance improvement; post-filtering; quantitative analysis technique; sinogram completion-based MAR approach; standard qualitative comparison; transport security screening; visual quality; Biomedical imaging; Computed tomography; Image reconstruction; Metals; Noise; Visualization; X-ray imaging; 3D SIFT; Metal Artefact Reduction; baggage CT;
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.2012.6467295