A Score-Based Indexing and Retrieval Technique for Biometric Databases

被引:1
|
作者
Kavati, Ilaiah [1 ]
Prasad, Munaga V. N. K. [2 ]
Bhagvati, Chakravarthy [3 ]
机构
[1] MLR Inst Technol, Hyderabad 43, Andhra Pradesh, India
[2] IDRBT, Hyderabad 57, Andhra Pradesh, India
[3] Univ Hyderabad, Sch CIS, Hyderabad 46, Andhra Pradesh, India
关键词
Indexing; representative image; match score; vote score; palmprint; hand vein; IMAGE RETRIEVAL; FEATURES; SCHEME; FUSION; COLOR;
D O I
10.1142/S0218001417560092
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a score-based indexing technique for biometric databases. A fixed-length index is computed for each image in the database by calculating its match scores against a preselected set of representative images. Further, an efficient storage mechanism (i.e. index space) is developed to arrange the biometric images like traditional database records so that a rapid search is possible. During identification, the retrieval technique finds a list of similar candidates for the query image from the database using voting scheme. Finally, to identify the genuine match from the retrieved similar candidates, we perform a one-one match between the query and each similar candidate using modi fined Hausdorff distance measure. Experimental results on different databases show a significant performance improvement in terms of response time and identification accuracy compared to the existing indexing methods.
引用
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页数:30
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