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基于图像融合模型的矢量逆半调算法 被引量:1

Vector inverse halftoning algorithm based on image fusion model
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摘要 针对矢量误差分散半调图提出了一种彩色逆半调算法。首先,分析了基于矩阵增益模型的误差分散系统,发现矢量逆半调问题可等效为相关性高频噪声的抑制问题;然后利用K—L变换去除相关性并基于Laplacian金字塔构造图像融合模型,该模型能将未知特性的高频噪声转化为易处理的脉冲噪声;最后使用维纳滤波器和中值滤波器去噪。实验表明,该算法能克服色偏,减少杂色,较准确地再现连续色调图像,逆半调图像的峰值信噪比传统算法提高2~3dB。 A color inverse halftoning algorithm was proposed for vector error diffusion halftone images. The analysis of matrix gain model based error diffusion system demonstrates that the vector inverse halftoning problem is equivalent to that of refining correlated high freqency noise. By using K-L transformation to remove correlation among different color opponents, an image fusion model based on laplacian pyramid, which is able to convert high frequney noise to tractable impulse noise, was constructed. Finally Wiener filter with median filter was chosen as a denoising processor. Experiments show that the proposed scheme can overcome color shift and reduce mottle. Moreover the scheme can well reconstruct eomone image and outperform the traditional methods at peak signal to noise ratio by 2~3 dB.
作者 郑海红 曾平
出处 《吉林大学学报(工学版)》 EI CAS CSCD 北大核心 2008年第6期1474-1479,共6页 Journal of Jilin University:Engineering and Technology Edition
基金 国防科技预研基金项目(51416050205DZ0144)
关键词 信息处理技术 逆半调 误差分散 矩阵增益模型 图像融合模型 information processing inverse halftoning error diffusion matrix-gain model image fusionmodel
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参考文献13

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二级参考文献12

  • 1孔月萍,曾平.模式识别与LUT相结合的误差分散类逆半调方法研究(英文)[J].仪器仪表学报,2004,25(z2):177-181. 被引量:8
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共引文献12

同被引文献12

  • 1赵媛,曾平.误差分散类逆半调图象的质量评价方法[J].计算机工程与应用,2004,40(34):75-77. 被引量:4
  • 2郑海红,曾平.基于最大后验概率的逆半调改进方法[J].西安交通大学学报,2005,39(12):1340-1343. 被引量:7
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  • 4MESE M, VAIDYANATHAN P P. Look-up table (LUT) method for inverse halftoning [ J]. IEEE Transactions on Image Processing. 2001, 10(10) : 1566 - 1578.
  • 5KIM H Y, de QUEUIROZ R L. Inverse halftoning by decision tree learning [ C]//International Conferenee on Image Processing 2003: ICIP 2003. Washington, DC: IEEE Press, 2003:913-916.
  • 6NIRANJAN D V, KITE T D, VENKATARAMAN M, et al. Fast blind inverse halftoning [ C]//1998 International Conference on Image Processing: ICIP 98. Washington, DC: IEEE Press, 1998:64 -68.
  • 7KITE T D, VENKATA N D, EVANS B L, et al. A fast, high quality inverse halftoning algorithm for error diffused halftones [ J]. IEEE Transactions on Image Processing, 2000, 9(9) : 1583 - 1592.
  • 8SHEN M Y, KUO C C J. A robust nonlinear filtering approach to inverse halftoning [ J]. Journal of Visual Communication and Image Representation. 2001, 12(1) : 84 -95.
  • 9WONG P W. Inverse halftoning and kernel estimation for error diffusion [ J]. IEEE Transactions on Image Processing, 1995,4(4) : 486 - 498.
  • 10XIONG Z, ORCHARD M, RAMCHANDRAN K. Inverse halftoning using wavelets [ J]. IEEE Transactions on Image Processing, 1999, 8(10) : 1479 - 1483.

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