Multimodal medical image fusion using fuzzy radial basis function neural networks
文献类型:会议论文
作者 | IEEE; Li, Sha1; Li, Qiang3![]() |
出版日期 | 2007 |
会议地点 | Beijing, China |
关键词 | multimodal medical image fusion fuzzy inference radial basis function neural networks genetic algorithm blurry image |
卷号 | 2 |
DOI | 10.1109/ICWAPR.2007.4420774 |
页码 | 778-+ |
英文摘要 | Most medical images are blurry for two reasons: one is that noise signal blurs the high frequency signal of image edge, the other one is the border of tumor with normal tissues cannot be very well defined on the images, therefore it is difficult for radiology experts to delineate image. It is necessary that an approach based on fuzzy inference fusion is used for coping with these difficulties. The paper puts forward a new method for multimodal medical image fusion, that fuzzy radial basis function neural networks (Fuzzy-RBFNN) is used to perform auto-adaptive image fusion. Global genetic algorithm(GA) is employed to train the networks. In the experiments, samples sets include artificial blurred medical image. Experimental results show, comparing with other image fusion method. the proposed approach is More excellent for multimodal medical images both in visual effect of fused images and in objective evaluation criteria, especially for blurry source images. |
会议录 | 2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS
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会议录出版者 | IEEE |
会议录出版地 | 345 E 47TH ST, NEW YORK, NY 10017 USA |
语种 | 英语 |
资助项目 | National High-Tech Research and Development Plan of China (863)[2006AA02Z499] |
WOS研究方向 | Computer Science ; Engineering ; Imaging Science & Photographic Technology |
WOS记录号 | WOS:000253973900149 |
源URL | [http://119.78.100.186/handle/113462/58303] ![]() |
专题 | 中国科学院近代物理研究所 |
通讯作者 | Wang, Yang-Ping |
作者单位 | 1.Lanzhou Command, Lanzhou Generat Hosp, Lanzhou 730050, Peoples R China 2.Lanzhou Jiaotong Univ, Sch Elect & Informat Engn, Lanzhou 730070, Peoples R China 3.Chinese Acad Sci, Inst Modern Phys, Lanzhou 730000, Peoples R China |
推荐引用方式 GB/T 7714 | IEEE,Li, Sha,Li, Qiang,et al. Multimodal medical image fusion using fuzzy radial basis function neural networks[C]. 见:. Beijing, China. |
入库方式: OAI收割
来源:近代物理研究所
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