Morphological Elastic Graph Matching applied to frontal face authentication under optimal and real conditions

被引:0
|
作者
Kotropoulos, C [1 ]
Tefas, A [1 ]
Pitas, I [1 ]
机构
[1] Aristotle Univ Thessaloniki, Dept Informat, Thessaloniki 54006, Greece
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper morphological elastic graph matching is applied to frontal face authentication on databases collected either under optimal conditions or during real-world tests (i.e., access-control to buildings or tele-services via INTERNET in a typical office environment etc.). It is demonstrated that the morphological elastic graph matching achieves a very low equal error rate on databases collected under optimal conditions. However, its performance deteriorates in real-world experiments. The compensation for variable recording conditions, such as changes in illumination, scale differences and varying face position prior to the application of morphological elastic matching is proposed. The results obtained indicate that the proposed approach overcomes the image variations and stabilizes the performance of the authentication algorithm.
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收藏
页码:934 / 938
页数:5
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