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Improving low-dose abdominal CT images by Weighted Intensity Averaging over Large-scale Neighborhoods.

PubMed
Authors: Chen Y, Chen W, Yin X, Ye X, Bao X, Luo L, Feng Q, li Y, Yu X

Year

2011

Paper ID

12269

Status

Peer-reviewed

Abstract Read

~2 min

Abstract Words

206

Citations

86

Abstract

PURPOSE: Though highly desirable in radiologic procedures, low-dose CT (LDCT) images tend to be severely degraded by quantum noise and non-stationary artifacts. The purpose of this paper is to improve the abdominal LDCT images by the approach of Weighted Intensity Averaging over Large-scale Neighborhoods (WIA-LN). MATERIALS AND METHODS: In the implementation of the proposed WIA-LN method, the processed pixel intensities are adaptively calculated as the weighted intensity averaging of the pixels with similar surrounding structures throughout a large-scale neighborhood. Both phantom and clinical abdominal CT images from a 16 detector rows Siemens CT were acquired at standard and 80% reduced tube current time products (150 mAs and 30 mAs corresponding to standard-dose and low-dose protocols, respectively). Visual comparison, statistical qualitative analysis (image quality scores and hepatic cyst diagnosis), and quantitative calculation (noise and contrast-to-noise ratio) are made. RESULTS: Better vision and quantitative performance are realized using the proposed WIA-LN method. Compared to original LDCT and standard-dose CT (SDCT) images, statistically significant improvement of noise/artifacts suppression, contrast preservation and hepatic cyst detection in LDCT images are achieved by using the proposed method (P<0.05). CONCLUSION: With the tube current reduced to approximate one-fifth of the standard tube current setting, clinically acceptable images can still be obtained by using the proposed method.

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  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
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  • PURPOSE: Though highly desirable in radiologic procedures, low-dose CT (LDCT) images tend to be severely degraded by quantum noise and non-stationary artifacts.

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