Boosting color similarity decisions using the CIEDE2000_PF Metric

被引:1
|
作者
Pereira, Americo [1 ,2 ]
Carvalho, Pedro [1 ,3 ]
Corte-Real, Luis [1 ,2 ]
机构
[1] INESC TEC Inst Syst & Comp Engn Technol & Sci, Ctr Telecommun & Multimedia, Campus Fac Engn Univ Porto,Rua Dr Roberto Frias, P-4200465 Porto, Portugal
[2] Univ Porto, Fac Engn, Rua Dr Roberto Frias, P-4200465 Porto, Portugal
[3] Polytech Inst Porto, Sch Engn, Rua Dr Antonio Bernardino de Almeida 431, P-4200072 Porto, Portugal
基金
欧盟地平线“2020”;
关键词
Computer vision; Segmentation; CIEDE2000; CIEDE2000_PF; Color similarity;
D O I
10.1007/s11760-022-02147-w
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Color comparison is a key aspect in many areas of application, including industrial applications, and different metrics have been proposed. In many applications, this comparison is required to be closely related to human perception of color differences, thus adding complexity to the process. To tackle this, different approaches were proposed through the years, culminating in the CIEDE2000 formulation. In our previous work, we showed that simple color properties could be used to reduce the computational time of a color similarity decision process that employed this metric, which is recognized as having high computational complexity. In this paper, we show mathematically and experimentally that these findings can be adapted and extended to the recently proposed CIEDE2000 PF metric, which has been recommended by the CIE for industrial applications. Moreover, we propose new efficient models that not only achieve lower error rates, but also outperform the results obtained for the CIEDE2000 metric.
引用
收藏
页码:1877 / 1884
页数:8
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