Adaptive Intuitionistic Fuzzy Enhancement of Brain Tumor MR Images
文献类型:期刊论文
作者 | Deng, He1; Deng, Wankai2; Sun, Xianping1; Ye, Chaohui1; Zhou, Xin1 |
刊名 | SCIENTIFIC REPORTS |
出版日期 | 2016-10-27 |
卷号 | 6 |
英文摘要 | Image enhancement techniques are able to improve the contrast and visual quality of magnetic resonance (MR) images. However, conventional methods cannot make up some deficiencies encountered by respective brain tumor MR imaging modes. In this paper, we propose an adaptive intuitionistic fuzzy sets-based scheme, called as AIFE, which takes information provided from different MR acquisitions and tries to enhance the normal and abnormal structural regions of the brain while displaying the enhanced results as a single image. The AIFE scheme firstly separates an input image into several sub images, then divides each sub image into object and background areas. After that, different novel fuzzification, hyperbolization and defuzzification operations are implemented on each object/background area, and finally an enhanced result is achieved via nonlinear fusion operators. The fuzzy implementations can be processed in parallel. Real data experiments demonstrate that the AIFE scheme is not only effectively useful to have information from images acquired with different MR sequences fused in a single image, but also has better enhancement performance when compared to conventional baseline algorithms. This indicates that the proposed AIFE scheme has potential for improving the detection and diagnosis of brain tumors. |
WOS标题词 | Science & Technology |
类目[WOS] | Multidisciplinary Sciences |
研究领域[WOS] | Science & Technology - Other Topics |
关键词[WOS] | ALGORITHMS ; ENTROPY ; SETS |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000386311600001 |
源URL | [http://ir.wipm.ac.cn/handle/112942/9614] |
专题 | 武汉物理与数学研究所_磁共振应用研究部 |
作者单位 | 1.Chinese Acad Sci, Wuhan Inst Phys & Math, Key Lab Magnet Resonance Biol Syst,Natl Ctr Magne, State Key Lab Magnet Resonance & Atom & Mol Phys, Wuhan 430071, Peoples R China 2.Hubei Canc Hosp, Dept Head & Neck & Neurosurg, Wuhan 430079, Peoples R China |
推荐引用方式 GB/T 7714 | Deng, He,Deng, Wankai,Sun, Xianping,et al. Adaptive Intuitionistic Fuzzy Enhancement of Brain Tumor MR Images[J]. SCIENTIFIC REPORTS,2016,6. |
APA | Deng, He,Deng, Wankai,Sun, Xianping,Ye, Chaohui,&Zhou, Xin.(2016).Adaptive Intuitionistic Fuzzy Enhancement of Brain Tumor MR Images.SCIENTIFIC REPORTS,6. |
MLA | Deng, He,et al."Adaptive Intuitionistic Fuzzy Enhancement of Brain Tumor MR Images".SCIENTIFIC REPORTS 6(2016). |
入库方式: OAI收割
来源:武汉物理与数学研究所
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