Title :
Metal artifact reduction for CT-based luggage screening
Author :
Karimi, Seemeen ; Cosman, Pamela ; Martz, Harry
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California, San Diego, La Jolla, CA, USA
Abstract :
In aviation security, checked luggage is screened by computed tomography (CT) scanning, followed by automatic target recognition from the CT images. Metal objects in the bags cause image artifacts that degrade object representation, leading to increased false alarms. We develop a new method, which isolates and reduces artifacts in an intermediate image, based on a numerical optimization that de-emphasizes metal and has a novel constraint for beam hardening and scatter. Results on test bags showed excellent artifact reduction, even for multiple metal objects.
Keywords :
computerised tomography; image representation; numerical analysis; object recognition; optimisation; security; CT images; CT scanning; CT-based luggage screening; automatic target recognition; aviation security; beam hardening; beam scatter; checked luggage; computed tomography; de-emphasizes metal; metal artifact reduction; numerical optimization; object representation; Biomedical imaging; Computed tomography; Image reconstruction; Metals; Optimization; Physics; X-ray imaging; computed tomography; constrained optimization; luggage screening; metal artifact reduction;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6853781