Brain MRI Segmentation for Tumor Detection using Grammatical Swarm Based Clustering Algorithm

被引:0
作者
Si, Tapas [1 ]
De, Arunava [2 ]
Bhattacharjee, Anup Kumar [3 ]
机构
[1] BU Inst Engn, Dept CSE, Bankura, WB, India
[2] Dr BC Roy Engn Coll, Dept IT, Durgapur, W Bengal, India
[3] Natl Inst Technol, Dept ECE, Durgapur, W Bengal, India
来源
2014 IEEE INTERNATIONAL CONFERENCE ON CIRCUIT, POWER AND COMPUTING TECHNOLOGIES (ICCPCT-2014) | 2014年
关键词
Magnetic Resonance Image; Brain MRI; Discrete Wavelet Transform; soft thresholding; Grammatical Swarm; Particle Swarm Optimizer; clustering; segmentation; tumor; IMAGE SEGMENTATION;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents segmentation of brain's Magnetic Resonance image for tumor detection using Grammatical Swarm based clustering algorithm. Grammatical Swarm is a variant of Grammatical Evolution which can generate computer programs. First, MR images of brain are de-noised using Discrete Wavelet Transform based soft-thresholding technique. Grammatical Swarm based clustering algorithm is developed to segment the de-noised images to separate the mass lesion or tumor from the non-diseased objects in the image.
引用
收藏
页码:1196 / 1201
页数:6
相关论文
共 25 条
[1]   Neural network-based segmentation of magnetic resonance images of the brain [J].
Alirezaie, J ;
Jernigan, ME ;
Nahmias, C .
IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1997, 44 (02) :194-198
[2]  
[Anonymous], 2007, DIGITAL IMAGE PROCES
[3]  
[Anonymous], INT J HYBRID INTELL
[4]   A new method for MR grayscale inhomogeneity correction [J].
Balafar, M. A. ;
Ramli, A. R. ;
Mashohor, S. .
ARTIFICIAL INTELLIGENCE REVIEW, 2010, 34 (02) :195-204
[5]   Review of brain MRI image segmentation methods [J].
Balafar, M. A. ;
Ramli, A. R. ;
Saripan, M. I. ;
Mashohor, S. .
ARTIFICIAL INTELLIGENCE REVIEW, 2010, 33 (03) :261-274
[6]   Automatic tumor segmentation using knowledge-based techniques [J].
Clark, MC ;
Hall, LO ;
Goldgof, DB ;
Velthuizen, R ;
Murtagh, FR ;
Silbiger, MS .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1998, 17 (02) :187-201
[7]   Automatic clustering using an improved differential evolution algorithm [J].
Das, Swagatam ;
Abraham, Ajith ;
Konar, Amit .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2008, 38 (01) :218-237
[8]  
Dasgupta A., 2012, International Journal of Engineering Research and Applications, P529
[9]   CLUSTER SEPARATION MEASURE [J].
DAVIES, DL ;
BOULDIN, DW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1979, 1 (02) :224-227
[10]  
De A., 2010, P 2010 INT C INFORM, P1