南京大学学报(自然科学版)Issue(2):271-278,8.DOI:10.13232/j.cnki.jnju.2015.02.009
基于 HVS 和四元数的彩色图像质量评价方法
Assessment method for color image quality based on HVS and quaternion
摘要
Abstract
As the base of further image processing,color image quality assessment is assumed to be identical to the subjective assessment of human vision systems(HVS).However,the traditional assessment methods may result in evaluations quite different from the subjective visual assessment.To solve this problem,this paper analyzed the char-acteristics of human vision systems and the quaternion,discussed difficulties in converting color images into gray ones and finally proposed a full-reference color image quality assessment method called HVS-QSVD,which integrated the characteristics of human vision systems and the quaternion.Also,this paper constructed evaluations of spatial locations,local variance,the complexity of the texture edge and the color information based on the human vision characteristics.By utilizing the above four evaluations as the elements of quaternions,a model is finally proposed to assessment the quality of color images.Experimental results on LIVE image database and other methods confirm that the proposed model is more effective to get an evaluation result identical to human vision.The proposed assessment model could also be used in applications such as Shanghai-Nanjing expressway video detection and industrial tile classification detection.关键词
图像质量评价/人眼视觉系统特性/四元数/奇异值分解Key words
image quality assessment/human vison systems/quaternion/singular value decomposition分类
信息技术与安全科学引用本文复制引用
陈惠娟,钱亚枫,李勃,阮雅端,陈启美..基于 HVS 和四元数的彩色图像质量评价方法[J].南京大学学报(自然科学版),2015,(2):271-278,8.基金项目
国家自然科学基金(61105015),江苏省自然科学基金(BK201121582) (61105015)