A Score-Based Indexing and Retrieval Technique for Biometric Databases

Author:

Kavati Ilaiah1,Prasad Munaga V. N. K.2,Bhagvati Chakravarthy3

Affiliation:

1. MLR Institute of Technology, Hyderabad-43, India

2. IDRBT, Hyderabad-57, India

3. School of CIS, University of Hyderabad, Hyderabad-46, India

Abstract

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 modified 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.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. SHISS: Supervised hashing with informative set selection;Pattern Recognition Letters;2018-05

2. Efficient Score-Based Indexing Technique for Fast Palmprint Retrieval;Efficient Biometric Indexing and Retrieval Techniques for Large-Scale Systems;2017

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