Title :
Noise Suppression Methods in Beam Hardening Correction for X-Ray Computed Tomography
Author :
Huang, Kuidong ; Zhang, Dinghua ; Li, Mingjun
Author_Institution :
Key Lab. of Contemporary Design & Integrated Manuf. Technol., Northwestern Polytech. Univ., Xi´´an, China
Abstract :
The formation principle of X-ray computed tomography (CT) beam hardening and the effect law of noise on the correction result were studied. The suppression methods of noise impact in the process of beam hardening correction were presented from the following three aspects: First of all, aiming at the adverse factors of original beam hardening data, such as noise and measurement error, a method of simplifying beam hardening data was proposed based on histogram statistics of traversing lengths, which removing noise while ensuring the data density uniformity; Secondly, according to the basic characteristics of hardening curve, a new fitting function with good stability of curve shape was constructed, further enhancing the anti-noise capability of hardening model; Finally, an improved calculating method of beam hardening correction was proposed to primarily eliminate cupping artifacts and at the same time, to control the image noises at the original level. CT simulation result shows that these methods are well stable in the computing process of beam hardening correction for CT images contained serious noises, and the correction result is good.
Keywords :
X-ray imaging; computerised tomography; laser hardening; medical image processing; CT simulation; X-ray computed tomography; antinoise capability; beam hardening correction; fitting function; hardening curve; histogram statistics; image noise; measurement error; noise impact; noise suppression; Computed tomography; Curve fitting; Error analysis; Histograms; Measurement errors; Noise level; Noise shaping; Shape control; Stability; X-ray imaging;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5303506