Segmentation of Ischemic Stroke Area from CT Brain Images

被引:0
作者
Yahiaoui, Amina Fatima Zahra [1 ]
Bessaid, Abdelhafid [1 ]
机构
[1] Abou Bekr Belkaid Univ, Tilimsen, Algeria
来源
2016 INTERNATIONAL SYMPOSIUM ON SIGNAL, IMAGE, VIDEO AND COMMUNICATIONS (ISIVC) | 2016年
关键词
Brain CT scan; stroke detection; laplacian pyramid; fcm;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to its wide availability, speed, and price, Computer Tomography (CT) without contrast injection has been the first imaging modality for the evaluation of acute ischemic stroke. However, the early signs of brain ischemia are subtle and not visible on CT scan. For this regard, we propose, in this paper, an approach for ischemic detection based on contrast enhancement of CT brain images. Our method has three stages: preprocessing, image enhancement and classification. First, skull bones and noise are removed; then a multi-scale contrast enhancement algorithm based on Laplacian Pyramid (LP) is developed to enhance the contrast of the brain CT images for identification of hypo-attenuation of acute stroke. Finally, "fuzzy c means" classification is applied to extract the ischemic area from normal tissues. The execution of our method gives impressive results.
引用
收藏
页码:13 / 17
页数:5
相关论文
共 17 条
[1]  
Ahmed M. Masroor, INT J IMAGE PROCESSI, V2
[2]  
[Anonymous], 1984, RCA ENG
[3]  
BhavnaSharma, 2014, INT J SCI RES, V3
[4]  
Bora D.J., 2014, International Journal of Computer Trends and Technology (IJCTT), V10
[5]   THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE [J].
BURT, PJ ;
ADELSON, EH .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) :532-540
[6]   Multiscale contrast enhancement for radiographies: Laplacian pyramid versus fast wavelet transform [J].
Dippel, S ;
Stahl, M ;
Wiemker, R ;
Blaffert, T .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (04) :343-353
[7]  
EL Machkour M., 2011, M EL MACHKOUR J MARO, VIII
[8]   Automated delineation of stroke lesions using brain CT images [J].
Gillebert, Celine R. ;
Humphreys, Glyn W. ;
Mantini, Dante .
NEUROIMAGE-CLINICAL, 2014, 4 :540-548
[9]   Diagnosis of stroke with advanced CT and MR imaging [J].
Jäger, HR .
BRITISH MEDICAL BULLETIN, 2000, 56 (02) :318-333
[10]   Recommendations for Imaging of Acute Ischemic Stroke A Scientific Statement From the American Heart Association [J].
Latchaw, Richard E. ;
Alberts, Mark J. ;
Lev, Michael H. ;
Connors, John J. ;
Harbaugh, Robert E. ;
Higashida, Randall T. ;
Hobson, Robert ;
Kidwell, Chelsea S. ;
Koroshetz, Walter J. ;
Mathews, Vincent ;
Villablanca, Pablo ;
Warach, Steven ;
Walters, Beverly .
STROKE, 2009, 40 (11) :3646-3678