摘要: 针对常规多分辨率域融合策略的处理过于直接可能会降低融合图像质量的现象,提出了一种多分辨率域变分融合策略。该策略根据源图像分解系数的梯度信息构造目标系数梯度场,寻找梯度最接近目标梯度场的系数作为融合图像的分解系数。为了保持与源图像的相似性,对高、低频系数分别加入了约束条件。针对高频系数对噪声敏感的特点,还引入了全变分项来保证解的平滑性。在多聚焦图像、红外图像与可见光图像上的融合实验结果表明:与常规融合策略相比,提出的融合策略能够注入更多的空间细节信息,同时能更有效地保留源图像的结构信息。
[1] Pajares G,de la Cruz J M.A wavelet-based image fusion tutorial[J].Pattern Recognition,2004,37(9):1855-1872 [2] 陈焕平,何明一,李旭.基于SWT区域对比度像素提取的多聚焦图像融合[J].中国图象图形学报,2011,16(5):865-870 [3] 杨艳春,党建武,王阳萍,等.基于提升小波变换的医学图像融合方法[J].计算机科学,2011,38(12):266-268 [4] 杨晓慧,贾建,焦李成.基于活性测度和闭环反馈的非下采样Contourlet域图像融合[J].电子与信息学报,2010,32(2):422-426 [5] Piella G.Image fusion for enhanced visualization:A variational approach[J].International journal of computer vision,2009,83(1):1-11 [6] Sapiro G.On the level lines and geometry of vector-valued images[J].IEEE Signal Processing Letters,2000,7(9):241-243 [7] Socolinsky D A.A variational approach to image fusion[D].The Johns Hopkins University,2000 [8] Socolinsky D A,Wolff L B.Multispectral image visualizationthrough first-order fusion[J].IEEE Transactions on Image Processing,2002,11(8):923-931 [9] Bertalmío M,Caselles V,Provenzi E,et al.Perceptual color correction through variational techniques[J].IEEE Transactions on Image Processing,2007,16(4):1058-1072 [10] Rudin L I,Osher S,Fatemi E.Nonlinear total variation basednoise removal algorithms[J].Physica D:Nonlinear Phenomena,1992,60(1):259-268 [11] Jiang Xiao-yu,Zhou Li-wei,Gao Zhi-yun.Multispectral imagefusion using wavelet transform[C]∥Electronic Imaging and Multimedia Systems.Beijing,China,1996,2898:35-42 [12] Zheng Yong-an,Zhu Chang-sheng,Song Jian-she,et al.Fusion of multi-band SAR images based on Contourlet transform[C]∥International Conference on Information Acquisition.Shandong,China,2006:420-424 [13] Qu Gui-hong,Zhang Da-li,Yan Ping-fan.Medical image fusionby wavelet transform modulus maxima[J].Optics Express,2001,9(4):184-190 [14] Wang Z,Bovik A C,Sheikh H R,et al.Image quality assessment:from error visibility to structural similarity[J].IEEE Transactions on Image Processing,2004,13(4):600-612 [15] Piella G,Heijmans H.A new quality metric for image fusion[C]∥International Conference on Image Processing.Barcelona,Spain,2003:173-176 |
No related articles found! |
|