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基于区域一致性的多聚焦图像融合算法 被引量:3

Multi-Focus Image Fusion Algorithm Based on Regional Consistency
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摘要 针对同一场景两幅严格配准的多聚焦图像融合问题,设计一种基于区域一致性的多聚集图像融合算法。该算法利用比率金字塔变换得到图像的多分辨序列,采用基于区域一致性的融合方法,在图像的相应层次序列的各级金字塔图像上进行融合以获取最终的融合图像。从目视效果来看,采用文中算法进行图像融合,基本上能够将两幅左右聚焦的图像融合成一幅清晰的单一聚焦图像。实验结果表明:该算法与同类其他算法相比较,相关系数提高了0.08%,偏差度降低了30.67%~31.05%,互信息提高了7.92%~7.97%。 Focusing on the fusion problem of the multi-focus images from same scene, the multi-focus image fusion algorithm based on regional consistency is designed. By using multi-resolution image sequences obtained from the ratio pyramid transform, the source images were fused on each corresponding levels with the regional consistency method, then the fused image was achieved through inverse ratio pyramid transform. From the visual effect, the designed algorithm can fuse into a clear single focus image from left-focus image and right-focus image. Experimental results and comparisons with three traditional algorithms demonstrate that the designed algorithm is superior with 0.08% improvement of correlation coefficient, 30.67% to 31.05% reduction in the deviation degree and 7.92% to 7.97% enhancement in mutual information.
出处 《兵工自动化》 2013年第4期55-57,共3页 Ordnance Industry Automation
基金 陕西省教育厅科研计划项目资助(11JK0996)
关键词 多聚焦图像 比率金字塔变换 图像融合 multi-focus images ratio pyramid transform image fusion
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参考文献6

  • 1Varshney P K. Multisensor data fusion[J]. Electronics & Communication Engineering Journal, 1997, 9(6): 245-253.
  • 2Shutao Li, Bin Yang. Multifocus image fusion using region segmentation and spatial frequency[J]. Image and Vision Computing, 2008, 26(7): 971-979.
  • 3Looney D, Mandic D P. Multiscale image fusion using complex extensions of EMD[J]. IEEE Transaction on Signal Process, 2009, 57(4): 1626-1630.
  • 4张新曼,韩九强.基于视觉特性的多尺度对比度塔图像融合及性能评价[J].西安交通大学学报,2004,38(4):380-383. 被引量:23
  • 5Li H, Manjunath B S, Mitra S K. Multisensor image fusion using the wavelet transform[J]. Graphical Models and Image Processing 1995, 57(3): 235-245.
  • 6霍冠英,李庆武,石丹.一种邻域一致性的NSCT域多传感器图像融合算法[J].西安电子科技大学学报,2010,37(4):770-776. 被引量:9

二级参考文献23

  • 1焦李成,谭山.图像的多尺度几何分析:回顾和展望[J].电子学报,2003,31(z1):1975-1981. 被引量:228
  • 2那彦,杨万海,史林.基于成像机理的遥感图像融合[J].西安电子科技大学学报,2004,31(4):608-610. 被引量:2
  • 3张强,郭宝龙.一种基于Curvelet变换多传感器图像融合算法[J].光电子.激光,2006,17(9):1123-1127. 被引量:26
  • 4杨镠,郭宝龙,倪伟.基于区域特性的Contourlet域多聚焦图像融合算法[J].西安交通大学学报,2007,41(4):448-452. 被引量:25
  • 5[1]Varshney P K. Multisensor data fusion [J]. Electronics & Communication Engineering Journal, 1997, 9(6): 245~253.
  • 6[2]Burt P J, Kolczynski R J. Enhanced image capture through fusion [A]. The Fourth International Conference on Computer Vision, Berlin, Germany, 1993.
  • 7[3]Toet A. Multiscale contrast enhancement with applications to image fusion [J]. Optical Engineering, 1992, 31(5): 1 026~1 031.
  • 8[4]Mallat S G. A theory for multiresolution signal decomposition: the wavelet representation [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1989, 11(7): 674~693.
  • 9[5]Li H, Manjunath B S, Mitra S K. Multisensor image fusion using the wavelet transform [J]. Graphical Models and Image Processing, 1995, 57(3): 235~245.
  • 10[6]Li S T, James T K, Wang Y N. Multifocus image fusion using artificial neural networks [J]. Pattern Recognition Letters, 2002, 23(8): 985~997.

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