Title :
Accelerating Monte Carlo image reconstruction of a PMMA phantom through variance reduction techniques for quality control in digital mammography
Author :
Ramos, M. ; Ferrer, S. ; Verdú, G.
Author_Institution :
Dept. of Chem. & Nucl. Eng., Polytechnic Univ. of Valencia
Abstract :
Mammography is a non-invasive technique used for the detection of breast lesions. The use of this technique in a breast screening program requires a continuous quality control testing in mammography units for ensuring a minimum absorbed glandular dose without modifying image quality. Digital mammography has been progressively introduced in screening centers, since recent evolution of photostimulable phosphor detectors. The aim of this work is the validation of a methodology for reconstructing digital images of a polymethyl-methacrylate (PMMA) phantom (P01 model) under pure Monte Carlo techniques. A reference image has been acquired for this phantom under automatic exposure control (AEC) mode (28 kV and 14 mAs). Some variance reduction techniques (VRT) have been applied to improve the efficiency of the simulations, defined as the number of particles reaching the imaging system per starting particle. All images have been used and stored in DICOM format. The results prove that the signal-to-noise ratio (SNR) of the reconstructed images have been increased with the use of the VRT, showing similar values between different employed tallies. As a conclusion, these images could be used during quality control testing for showing any deviation of the exposition parameters from the desired reference level
Keywords :
Monte Carlo methods; biological organs; image reconstruction; mammography; medical image processing; phantoms; polymers; quality control; 28 kV; DICOM format; Monte Carlo image reconstruction; PMMA phantom; automatic exposure control; breast lesions; breast screening program; digital mammography; minimum absorbed glandular dose; photostimulable phosphor detectors; polymethyl-methacrylate phantom; quality control; signal-to-noise ratio; variance reduction techniques; Acceleration; Breast; Image quality; Image reconstruction; Imaging phantoms; Lesions; Mammography; Monte Carlo methods; Quality control; Testing;
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1617193