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遥感图像高斯与椒盐噪声的PDE混合去噪模型研究 被引量:26

A PDE-based Hybrid Model for De-noising Remote Sensing Image with Gaussian and Salt-pepper Noise
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摘要 针对经过前期处理的遥感图像主要含有高斯噪声和椒盐噪声的特点,提出一种基于PDE的混合去噪模型,该模型克服传统的纯各向异性扩散模型在平滑区域过度扩散、产生阶梯效应和四阶PDE模型在去噪的同时过多损失边缘信息的弱点,在有效去除遥感图像中混合噪声的同时,很好地保持图像的边缘和纹理细节信息。实验结果验证所提出模型的有效性和稳定性。 A PDE-based hybrid model is proposed to de-noise the pre-processed remote sensing images,which are often polluted by Gaussian and salt-pepper noises.The model solves the excessive diffusion problem at smooth regions and staircase effect presented in traditional pure anisotropic diffusion model.Meanwhile,it overcomes the shortage of 4-order PDE model that tends to lose much edge information.The proposed model can not only efficiently remove mixed noise in remote sensing images,but also simultaneously retain detail information,such as edge and texture.Experimental results illustrate the effectiveness and stability of the proposed model.
出处 《测绘学报》 EI CSCD 北大核心 2010年第3期283-288,294,共7页 Acta Geodaetica et Cartographica Sinica
基金 辽宁省自然科学基金(20072156) 辽宁"百千万人才工程"(2008921036) 南京邮电学院图像处理与图像通信江苏省重点实验室开放基金(ZK207008)
关键词 遥感图像 去噪 偏微分方程 高斯与椒盐噪声 混合模型 remote sensing image de-noising PDE Gaussian and salt-pepper noise hybrid model
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  • 1王怀野,张科,李言俊.各向异性扩散滤波的正则化参数选取方法[J].光子学报,2005,34(9):1411-1414. 被引量:7
  • 2侯建华,田金文,柳健.一种改进的图像组合滤波方法[J].光子学报,2005,34(11):1748-1751. 被引量:17
  • 3张道兵,陆见微,张惠,王宏琦,刘波.结合线性变换和非线性变换的放大算法研究[J].光子学报,2006,35(6):957-960. 被引量:2
  • 4章毓晋.图像工程(上册).图像处理和分析[M].北京:清华大学出版社,1999..
  • 5Eckhorn R, Reitboeck H J, Arndt M, et al. Feature linking via synchronization among distributed assemblies: simulation of results from cat contex [J]. Neural Compute, 1990, 2(3):293-307.
  • 6Izhikevich. E M. Class I neural excitability, conventional synapses, weakly connected networks, and mathematical foundations of pulse coupled models [J]. IEEE Trans. Neural Networks, 1999, 10(3):499-507.
  • 7James R. Janesick scientific charge-coupled devices [M].Washington: SPIE Press,2001.
  • 8Johnson J L, Padgett M L. PCNN models and applications [J]. IEEE Trans. Neural Networks, 1999, 10(3):480-498.
  • 9Corner B R.Noise Estimation in Remote Sensing Imagery Using Data Masking[J].International Journal of Remote Sensing,2003,24(4):689-702.
  • 10Freek D,Van Der Meer,Steven M Dejong.Imaging Spectrometry:Based Principles and Prospective Applications[M].Netherlands:Kluwer Academic Publishers,2001.

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