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MLM形态神经网络在彩色图像恢复中的应用 被引量:2

Color Images Restoration Implemented by Morphological Neural Network
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摘要 目前彩色图像的恢复方法多集中在加强色彩相似性的研究上。提出了一种基于形态神经网络MLM的图像恢复法,利用非线性的形态神经元算子对噪声图像进行处理,以获得高质量的清晰图像。仿真结果表明,采用本法恢复的图像在连续性及细节的保护上优于其人方法。 While most of the work in color image restoration is concentrated on enforcing similarity between the intensity values of the pixels in the image bands, a new approach implemented by MLM neural network is presented in this paper. Utilizing highly non-linear morphological neuron for image processing, clear color images of high quality can be obtained. Simulation results are also given finally.
出处 《微电子学与计算机》 CSCD 北大核心 2007年第8期63-64,68,共3页 Microelectronics & Computer
基金 广东省自然科学基金(5300108) 广东工业大学科学基金(043028)
关键词 形态神经元 MLM网络 RGB分量法 图像恢复 morphological neuron MLM network RGB distribution image-restoration
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参考文献5

  • 1Ritter G X.An introduction to morphological neural networks[J].Procs.of the 13th International Conference on Pattern Recognition,Austria,1996,4:709-717
  • 2孙继平,吴冰,刘晓阳.基于膨胀/腐蚀运算的神经网络图像预处理方法及其应用研究[J].计算机学报,2005,28(6):985-990. 被引量:30
  • 3Clodoaldo Ap,Lima M.Hybrid training of morphological neural networks:a comparative study[M].DCA-FEEC-Unicamp,August,2000:25-31
  • 4Lucio F C Pessoa,Petros Maragos.A morphological/rank neural networks and their adaptive optimal design for image processing[EB/OL].lpessoa@ece.gatech.edu
  • 5Kaulgud N,Desai U B.Restoration of color images subjected to interchannel blurring[C].Proceedings of the International Symposium on Circui and Systems,Florida IEEE,1999:72-75

二级参考文献9

  • 1黑根(美) 戴葵译.神经网络设计[M].北京:机械工业出版社,中信出版社,2002..
  • 2Davidson J.L. Morphology neural networks:An introduction with applications. CSSP, 1993, 12(2):177~210
  • 3Bouzerdoum A., Pattison T.R. Neural network for quadratic optimization with bound constrains. IEEE Transactions on Neural Network, 1993, 4(2): 293~304
  • 4Chua L.O., Yand L. Cellular neural network: Theory. IEEE Transactions on Circuit System, 1988, 35(10): 1257~1272
  • 5Forti M. On global asymptotic stability of a class of nonlinear systems arising in neural networks theory. Journal of Differential Equations, 1994, 113(1): 246~164
  • 6Liang X.B., Wu L.D. Comments on "New conditions for global stability of neural networks with application to linear and quadratic programming problems". IEEE Transactions on Circuit System, 1997, 44(11): 1099~1101
  • 7Tank D.W., Hopfield J.J. Simple neural optimization networks: An A/D converter, signal decision circuit, and a linear programming circuit. IEEE Transactions on Circuit System, 1986, 33(5): 533~541
  • 8Matheron G. Random Sets and Integral Geometry. New York: Wiley, 1975
  • 9Giardina C.R., Dougherty E.R. Morphological Methods in Image and Signal Processing. Englewood Cliffs, N.J.: Prentice Hall, 1988

共引文献29

同被引文献14

  • 1邓玉春,姜昱明.动态场景中的背景恢复[J].微电子学与计算机,2004,21(11):70-72. 被引量:4
  • 2崔巍,汶德胜,马涛.基于彩色CMOS图像传感器的图像压缩预处理系统的设计[J].科学技术与工程,2006,6(10):1387-1392. 被引量:2
  • 3詹海萍,鲍赟,田维坚.基于Bayer格式的图像压缩方法[J].科学技术与工程,2006,6(24):3959-3961. 被引量:2
  • 4Nikos Komodakis, Gcorgios Tziritas. Image completion using efficient belief propagation via priority scheduling and dynamic pruning[J]. IEEE Transaction on Image Processing, 2007,16(11) :4649 - 4661.
  • 5Wei L Y, Levoy M. Fast texture synthesis using tree- structured vector quantization [ C ]// Computer Graphics Proceedings. New York: ACM Press, 2000.479 - 488.
  • 6Liang L, Liu C, Xu Y Q, et al. Real- time texture synthesis by patch - based sampling[J]. ACM Trans. Graph., 2001, 20(3): 127- 150.
  • 7Criminisi A, Perez P, Toyama K. Object removal by exemplar- based inpainting[C] // Computer Vision. Pattern Recognition. UK: Cambridge, 2003 : 721 - 728.
  • 8陈春宁,王延杰.基于TMS320DM642 BAYER格式图像色彩复原的实现[J].微计算机信息,2007(20):145-147. 被引量:5
  • 9Malvarhs, He L W, Cutler R. High quality linear in- terpolation for demosaicing of Bayer2patterned color images[C]//IEEE IntL Conf. on Acoustics, Speech, and Signal Processing. Montreal, Canada, 2004.
  • 10Fan Bu. A novel weighted edge-directed and weighted- color-difference interpolation for demosaicking bayer- pattern color images [J]. Journal of Information & Computational Science,2012(7) : 1781-1794.

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