Title :
A correction method for nonlinear artifacts in CT imaging
Author :
Sun, Haining ; Qiu, Shaokun ; Lou, Shanshan ; Liu, Jinjun ; Li, Changjun ; Jiang, Genmiao
Author_Institution :
Coll. of Inf. Sci. & Eng., Northeastern Univ., Shenyang, China
Abstract :
This work presents a new method to reduce nonlinear artifacts in computed tomography (CT). Based on the traditional water-equivalent beam hardening correction method, a new systematic iterative algorithm has been designed to modify the original spectrum, which is under the influences of certain added filter materials and some unknown factors. By incorporating the characters of polychromatic beam hardening and the insensibility and nonuniformity of detectors into consideration, a new polynomial function curve is calculated. The curve can calibrate CT raw data and reduce the nonlinear artifacts, such as shading artifacts, dark artifacts, cupping artifacts and ring artifacts, in soft tissue. Comparing with the traditional water-equivalent correction, results show that this method can significantly improve the image quality. Meanwhile, the method is pre-processing and will not increase the normal reconstruction time. That is, all the time-consuming works can be done before scanning patients. However, it is still depending on the size of phantoms currently used, and more detailed works need to be done in the future.
Keywords :
X-ray spectra; biological tissues; computerised tomography; image reconstruction; iterative methods; medical image processing; phantoms; polynomials; X-ray spectrum; computed tomography imaging; cupping artifacts; dark artifacts; image quality; image reconstruction; nonlinear artifacts; polychromatic beam hardening; polynomial function; ring artifacts; shading artifacts; soft tissue; systematic iterative algorithm; water-equivalent beam hardening correction method; Biological materials; Biological tissues; Calibration; Computed tomography; Filters; Image reconstruction; Iterative algorithms; X-ray detection; X-ray detectors; X-ray imaging; Nonlinear artifacts correction; beam hardening correction; rings artifacts correction; x-ray spectrum;
Conference_Titel :
Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-8439-3
DOI :
10.1109/IEMBS.2004.1403407