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重庆邮电大学 工业物联网与网络化控制教育部重点实验室2. 重庆医科大学 生物医学工程研究室
收稿日期:2012-10-15,
修回日期:2012-12-25,
网络出版日期:2013-03-20,
纸质出版日期:2013-03-15
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陈勇 李愿 吕霞付 谢正祥 冯鹏. 视觉感知的彩色图像质量积极评价方法[J]. 光学精密工程, 2013,21(3): 742-750
CHEN Yong LI Yuan LV Xia-fu XIE Zheng-xiang FENG Peng. Active assessment of color image quality based on visual perception[J]. Editorial Office of Optics and Precision Engineering, 2013,21(3): 742-750
陈勇 李愿 吕霞付 谢正祥 冯鹏. 视觉感知的彩色图像质量积极评价方法[J]. 光学精密工程, 2013,21(3): 742-750 DOI: 10.3788/OPE.20132103.0742.
CHEN Yong LI Yuan LV Xia-fu XIE Zheng-xiang FENG Peng. Active assessment of color image quality based on visual perception[J]. Editorial Office of Optics and Precision Engineering, 2013,21(3): 742-750 DOI: 10.3788/OPE.20132103.0742.
针对现行的被动(消极)彩色图像质量评价方法存在的问题,深入研究了人类视觉感知彩色图像特征的质量参数:彩色图像平均对比度、彩色图像平均信息熵、彩色图像平均亮度(平均灰度)、彩色图像平均层次因子和彩色图像平均带宽因子。以上述研究为基础,构建了基于扰动变换的主动(积极)彩色图像综合质量评价函数(CAF)。研究发现CAF是扰动参数Delta和Theta的函数,通过对扰动参数进行变换,可以使CAF达到最大值,从而实现对单幅彩色图像的质量评价和质量改善。分别对窄带谱、宽带谱和全带谱3种不同色度谱类型的彩色图像进行了积极评价,结果表明,纳入平均带宽因子和平均层次因子两个参数的彩色图像质量积极评价方法符合人类视觉主观评价要求,可使扰动变换获得的彩色图像更加柔和、更富有层次感。该方法不仅能评价单幅彩色图像质量的好坏,还可以通过扰动变换改善彩色图像质量。
According to the shortages existing in passively color image quality assessment currently
this paper researched the five parameters of color image feature quality perceived by human visual: average contrast
average information entropy
mean brightness(gray level)
average level factor
and average bandwidth factor. On the basis of research mentioned above
the quality assessment function of color image(CAF) actively based on disturbance transform was constructed. It found that CAF is the functions of disturbance parameter Delta and Theta. Through the transformation of disturbance parameters
the overall quality evaluation function of color image would achieve the maximum value of CAF
so that the single color image quality could be assessed and improved. Several kinds of color images with narrower band
wider band and whole band spectra were assessed
and it demonstrates that the active assessment method of color image quality by considering the average bandwidth factor and average hierarchy factor conforms to the requirement of human visual subjective evaluation
and can allow the color image obtained by disturbance transformation to be more soft and more hierarchical. This method can not only evaluate the quality of single color image
but also can improve the color image quality by disturbance transformation.
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