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彩色图像融合客观评价指标 被引量:10

Objective color image fusion performance index
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摘要 由于已有的彩色图像融合客观评价指标与人眼视觉感知不符,提出了基于四元数卷积的无参评价指标用于客观评价彩色图像融合。首先,以四元数的形式对彩色图像进行建模,充分考虑彩色图像作为一个整体所具有的颜色信息。然后,利用四元数值边缘模板和彩色图像进行四元数卷积运算,获取彩色图像的细节信息,度量图像的清晰度及所融合得到的有用信息,并以权重的形式给出。最后,经过一系列的量化计算给出融合图像的客观评估结果。实验结果表明:本文所提出的彩色图像融合客观评价方法充分利用了图像中的颜色信息以及人眼较为敏感的细节信息,评价结果优于传统方法,并且具有良好的稳定性。用本文方法所得到的评价结果与人类的视觉感知相符,基本满足彩色图像融合客观评价的要求。 As existing obiective evaluation index for color image fusion is inconsistent with the human vision perception, a non-reference index based on quaternion convolution was proposed. First, a color image was modeled in a holistic manner, in which the color information of the color image was consid- ered fully as a whole. Then, the quaternion-valued edge detection template and the color image were used to do a convolution operation and to get the detailed color information. Furthermore, the image definition and useful information from the fusion were measured and they were given by weight modes. Finally, a set of quantitative computations for the fusion images were performed and objective evaluation results were given. The experimental results show that the proposed method can utilize the color information and other detail information obtained by human vision. It works better than the tra- ditional methods, and shows a better stability in the color image fusion evaluation. The evaluation re- sults of proposed method are consistent with the human vision perception, and fulfill the needs of ob- jective color image fusion.
出处 《光学精密工程》 EI CAS CSCD 北大核心 2013年第9期2348-2353,共6页 Optics and Precision Engineering
基金 国家自然科学基金资助项目(No.61203242,No.60902067) 吉林省重大科技攻关项目(No.11ZDGG001)
关键词 彩色图像 图像融合 客观评价指标 四元数卷积 color image image fusion objective evaluation index quaternion convolution
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