Brain early infarct detection using gamma correction extreme-level eliminating with weighting distribution.
According to the statistic from World Health Organization (WHO), stroke is one of the major causes of death globally. Computed tomography (CT) scan is one of the main medical diagnosis system used for diagnosis of ischemic stroke. CT scan provides brain images in Digital Imaging and Communication in Medicine (DICOM) format. The presentation of CT brain images is mainly relied on the window setting (window center and window width), which converts an image from DICOM format into normal grayscale format. Nevertheless, the ordinary window parameter could not deliver a proper contrast on CT brain images for ischemic stroke detection. In this paper, a new proposed method namely gamma correction extreme-level eliminating with weighting distribution (GCELEWD) is implemented to improve the contrast on CT brain images. GCELEWD is capable of highlighting the hypodense region for diagnosis of ischemic stroke. The performance of this new proposed technique, GCELEWD, is compared with four of the existing contrast enhancement technique such as brightness preserving bi-histogram equalization (BBHE), dualistic sub-image histogram equalization (DSIHE), extreme-level eliminating histogram equalization (ELEHE), and adaptive gamma correction with weighting distribution (AGCWD). GCELEWD shows better visualization for ischemic stroke detection and higher values with image quality assessment (IQA) module. SCANNING 38:842-856, 2016. © 2016 Wiley Periodicals, Inc.
Faculty of Engineering and Technology, Multimedia University, Melaka, Malaysia.
V
V
Teh
Faculty of Engineering and Technology, Multimedia University, Melaka, Malaysia.
K S
KS
Sim
Faculty of Engineering and Technology, Multimedia University, Melaka, Malaysia.
E K
EK
Wong
D001921:Brain / Q000000981:diagnostic imaging; D020520:Brain Infarction / Q000000981:diagnostic imaging*; D003287:Contrast Media; D006801:Humans; D011856:Radiographic Image Enhancement; D014057:Tomography, X-Ray Computed / Q000379:methods*
D003287:Contrast Media
contrast enhancement; extreme-level eliminating; gamma correction; histogram equalization; weighting distribution