Verification of color characteristics of document images captured in uncontrolled conditions

被引:0
|
作者
Kunina, I. A. [1 ,2 ]
Padas, O. A. [2 ,3 ]
Kolomyttseva, O. A. [4 ]
机构
[1] RAS, Kharkevich Inst, Inst Informat Transmiss Problems, Bolshoy Karetny Per 19,Build 1, Moscow 127051, Russia
[2] Smart Engines Serv LLC, Pr 60 Letiya Oktyabrya 9, Moscow 117312, Russia
[3] Moscow Inst Phys & Technol, Inst Skiy Per 9, Dolgoprudnyi 141701, Russia
[4] Neapolis Univ Paphos, 2 Danais Ave, CY-8042 Paphos, Cyprus
关键词
document analysis; document liveness detection; presentation attack detection; gray copies detection; chromaticity;
D O I
10.18287/2412-6179-CO-1385
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
This paper examines a presentation attack when a color photo of a gray copy of a document is presented instead of the original color document during remote user identification. To detect such an attack, we propose an algorithm based on the comparison of chromaticity histograms of presented color images of the document and the ideal template of this type of document. The chromaticity histograms of the original document and the template are expected to be quite identical, while the histograms of the gray copy of the document and the template would be different. The algorithm was tested on images from the open dataset DLC-2021, which contains color images of synthesized identity documents and color images of their gray copies. The precision of the proposed method was 98.99 %, the recall was 84.7 %, that gave 8 times fewer errors than the baseline provided by authors of DLC-2021.
引用
收藏
页码:554 / 561
页数:8
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