DocumentCode :
1673200
Title :
A Contrast Enhancement Algorithm for Low-Dose CT Images Based on Local Histogram Equalization
Author :
Zhang, Guodong ; Yan, Peiyu ; Zhao, Hong ; Zhang, Xin
Author_Institution :
Software Center, Northeastern Univ., Shenyang
fYear :
2008
Firstpage :
2462
Lastpage :
2465
Abstract :
As an important and necessary step in many medical image processing applications, contrast enhancement can amplify tiny anatomies, such as airways, vessels, lung nodules and pulmonary fissures in lung CT (computerized tomography) images. In this paper we describe a more useful contrast enhancement algorithm based on localized histogram equalization for low-dose CT images. This algorithm applies a two-stage approach: (1) computing the local statistics using a novel scheme which uses two parameters (the sub-block size and the motion step) as guides in reducing the calculating time and avoiding block artifacts at the block boundaries; and then (2) performing histogram equalization based on a modified local contrast-stretching manipulation. We tested the proposed algorithm on 2 CT sets which include 258 HRCT ( high resolution computerized tomography) images and 476 low-dose CT images respectively. Comparing with the visual inspection and the processing rate, the algorithm is proved as a flexible and effective way for low-dose lung CT image enhancement and can be use as a pre-process method for low dose CT images understanding and analysis.
Keywords :
computerised tomography; diagnostic radiography; image enhancement; medical image processing; statistical analysis; block artifacts; block boundaries; contrast enhancement algorithm; high-resolution computerized tomography; local contrast-stretching manipulation; local statistics; localized histogram equalization; low-dose CT images; lung nodules; medical image processing; preprocessing method; pulmonary fissures; sub-block size; Anatomy; Application software; Biomedical image processing; Computed tomography; Histograms; Image resolution; Inspection; Lungs; Statistics; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1747-6
Electronic_ISBN :
978-1-4244-1748-3
Type :
conf
DOI :
10.1109/ICBBE.2008.948
Filename :
4535828
Link To Document :
بازگشت