Title :
A comparative analysis of MRI and CT brain images for stroke diagnosis
Author :
Jeena, R.S. ; Kumar, Sudhakar
Author_Institution :
Dept. of ECE, Coll. of Eng., Thiruvananthapuram, India
Abstract :
The advances in medical imaging have led to new multi dimensional imaging modalities that have become important clinical tools in diagnostic radiology. The two modalities capable of producing multidimensional images for radiological applications are Computed Tomography (CT) and Magnetic Resonance Imaging (MRI). Normally the first radiologic examination in suspicion of stroke is brain CT imaging. But MRI provides high resolution images with excellent soft tissue characterization capabilities. A comparative analysis for the diagnosis of stroke on CT and MRI images is presented in this paper. The algorithm proposes the use of Digital Image processing tools for the identification of infarct and Hemorrhage in human brain. Preprocessing of medical images is done by median filtering. Segmentation is done by Gabor filtering and seeded region growing algorithm. The method is demonstrated on the CT and MRI brain images having different types of infarcts. The results of the method are evaluated visually. The proposed method is promising for detection of stroke and also establishes that MRI imaging is superior to CT imaging in stroke detection.
Keywords :
Gabor filters; biomedical MRI; brain; computerised tomography; image segmentation; median filters; medical image processing; CT brain image; Gabor filtering; Hemorrhage; MRI brain image; clinical tools; comparative analysis; computed tomography; diagnostic radiology; digital image processing tools; image segmentation; infarct; magnetic resonance imaging; median filtering; medical imaging; multi dimensional imaging modalities; radiological applications; seeded region growing algorithm; stroke detection; stroke diagnosis; Biomedical imaging; Computed tomography; Gabor filters; Hemorrhaging; Magnetic resonance imaging; CT image; Gabor filter; Infarct; MRI; median filtering; seeded region growing;
Conference_Titel :
Emerging Research Areas and 2013 International Conference on Microelectronics, Communications and Renewable Energy (AICERA/ICMiCR), 2013 Annual International Conference on
Conference_Location :
Kanjirapally
Print_ISBN :
978-1-4673-5150-8
DOI :
10.1109/AICERA-ICMiCR.2013.6575935