红外与毫米波学报, 2009, 28 (5): 392, 网络出版: 2010-12-13
抗混叠轮廓波变换及其在图像融合中的应用
ALIASING-FREE CONTOURLET TRANSFORM AND ITS APPLICATION IN IMAGE FUSION
图像融合 抗混叠轮廓波变换 邻域一致性测度 滤波器组 image fusion aliasing-free contourlet transform neighborhood homogeneity measurement filter banks
摘要
研究了原始轮廓波变换的频谱混叠问题, 设计出能抑制混叠的多尺度分解方案, 结合方向滤波器组, 实现了 一种抗混叠的轮廓波变换.在此基础上, 提出了新颖的基于抗混叠轮廓波变换的图像融合算法.该算法通过邻域一 致性测度的计算, 实现了变换系数的局部自适应融合.实验结果表明, 所提出的方法在视觉质量及定量指标上都优 于基于小波变换和轮廓波变换的传统方法.
Abstract
The frequency aliasing of the original contourlet transform was investigated, and a new multiscale decomposition scheme was designed to suppress the aliasing effect. Then, by the combination with directional filter banks, an aliasing-free contourlet transform (AFCT) was realized. Finally, a novel image fusion algorithm based on AFCT was proposed. By cal- culating the neighborhood homogeneity measurement (NHM), the transform coefficients can be fused local adaptively. Ex- perimental results demonstrate that the proposed approach outperforms the traditional methods which are based on wavelet transform and contourlet transform in terms of visual quality and quantitative criterion.
金炜, 励金祥, 周亚训. 抗混叠轮廓波变换及其在图像融合中的应用[J]. 红外与毫米波学报, 2009, 28(5): 392. JIN Wei, LI Jin-Xiang, ZHOU Ya-Xun. ALIASING-FREE CONTOURLET TRANSFORM AND ITS APPLICATION IN IMAGE FUSION[J]. Journal of Infrared and Millimeter Waves, 2009, 28(5): 392.