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基于模糊形态滤波的斑点噪声抑制 被引量:2

Speckle Suppressing Based on Fuzzy Morphological Filter
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摘要 本文提出一种新的用于图像斑点噪声抑制的模糊形态滤波算法。此算法应用了形态滤波和模糊逻辑理论,首先以一方向结构元素进行形态闭—开、开—闭操作,获得不同方向结构元素的滤波版本,然后根据设计的模糊规则计算所有版本像素的隶属度,以具有相应最大隶属度的像素构成最后的滤波结果。实验结果证明本文算法优于lee滤波算法、F.Safa算法和加权形态滤波算法。 In this paper, a new filtering algorithm using morphological operators and fuzzy logic is proposed for suppressing speckle noise in images. The algorithm employs morphological close-open and open-close operations with a directional structure element, and acquiring the several filtered versions with different directional structure elements, then computing the membership of the versions' every pixel according to the designed fuzzy rule. The final filtered image is composed of all the pixels with corresponding maximal credibility. Experiment result proves that performance of the proposed scheme is superior to that of lee's filter, F.safa's algorithm, weighted morphological filter.
出处 《信号处理》 CSCD 2003年第5期486-489,共4页 Journal of Signal Processing
基金 国家自然科学基金(批准号:60172038) 全国优秀博士学位论文作者专项资金资助项目(200037 教育部优秀青年教师资助计划项目(BYTP) 高等学校优秀青年教师教学科研奖励计划(TRAPOYT) 黑龙江省杰出青年基金(JC-02-07)
关键词 雷达 数据处理 模糊形态滤波 斑点噪声抑制 模糊规则 隶属度 morphological filter fuzzy logic speckle suppression image
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参考文献11

  • 1J S Lee. Speckle suppression and analysis for synthetic aperture radar. Opt Eng,vol.25, no.5,pp.636-643,1986.
  • 2D T Kuan, A A Sawchuk, T C Strand, and P Chavel.Adaptive restoration of images with speckle. IEEE Trans Acoust Speech Signal Processing, vol. ASSP-35,pp.373-383,1987.
  • 3V S Frost, J A Stiles, K S Shanmugan, and J C Holtzman. A model for radar images and its application to adaptive digital filtering of multiplicative noise. IEEE Trans. Pattern Anal. Machine Intell, vol. PAMI-4,pp.157-165,1982.
  • 4J W Tukey. Exploratory data analysis. MA:Addison-wesley, 1997.
  • 5T R Grimmins. Geometric filter for reducing speckle.Opt Eng , vol.25, pp.652-654,1986.
  • 6Y Dong, B C Forster, A K Milne, and G A Morgan.Speckle suppression using recursive wavelet transform.Int J Remote Sensing, vol.19, no.2, pp.317-310,1998.
  • 7F Safa, G Fiouzar. Speckle removal based on mathema-tical morphology. Signal Processing, 1989,16(4): 320- 333.
  • 8M H Sedaaghi, Q H Wu. Weighted morphological filter.Electronics Letters, vol.34, no.16,pp.1566-1567.
  • 9J S Lee, I Jurkevich, P Dewalle, P Wambacq, and A Oosterlink. Speckle ffltedng of synthetic aperture radar images: A review. Remote Sensing Rev , vol.8, no.4,pp.313-340,1994.
  • 10Dewaele P , Wambacq P, Oosterlinck A, et al. Comparison of some speckle reduction techniques for SAR Images.IGRASS'90, Maryland, USA:the University of Maryland college Park,2417-2422.

同被引文献18

  • 1[1]Lee J S,Jurkevich I,Dewalle P,et al.Speckle Filtering of Synthetic Aperture Radarimages:Areview[J].Remote Sensing Rev,1994,8(4):313-340.
  • 2[2]Dewaele P,Wambacq P,Oosterhnck A,et a1.Comparison of Some Speckle Reduction Techniques for SAR Images[A].IGRASS'90[C].Maryland,USA:The University of Maryland College Park,2417-2422.
  • 3[3]XiaHua Yang,Peng Seng Toh.Adaptive Fuzzy Multilevel Median Filter[J].IEEE Trans on Image Processing,1995,4(5):680-682.
  • 4顾国华.滤波增强在炮兵侦察图像处理中的应用[J].炮兵学院学报,2005,25(3):97-100.
  • 5Castleman K R.Digital Image Processing[M].北京:清华大学出版社,1998..
  • 6刘永坦.雷达成像技术[M].哈尔滨:哈尔滨工业大学出版社,2000.46—49.
  • 7Lee J S. Speckle suppression and analysis for synthetic aperture radar [J]. Opt. Eng, 1986, 25(5): 636-643.
  • 8Kuan D T, Sawchuk A A, Strand T C, et al. Adaptive restoration of images with speckle [J]. IEEE Trans.Acoust. Speech Signal Processing, 1987, ASSP-35:373-383.
  • 9Frost V S, Stiles J A, Shanmugan K S, et al. A model for radar images and its application to adaptive digital filtering of multiplicative noise [J]. IEEE Trans.Pattern Anal. Machine Intell, 1982, PAMI 4:157-165.
  • 10Tukey J W. Exploratory data analysis [M]. MA:Addison-wesley, 1997.

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