Title :
Multisensor Biometric Evidence Fusion for Person Authentication Using Wavelet Decomposition and Monotonic-Decreasing Graph
Author :
Kisku, Dakshina Ranjan ; Sing, Jamuna Kanta ; Tistarelli, Massimo ; Gupta, Phalguni
Author_Institution :
Dept. of Comput. Sci. & Eng., Dr. B.C. Roy Eng. Coll., Durgapur
Abstract :
This paper presents a novel biometric sensor generated evidence fusion of face and palmprint images using wavelet decomposition for personnel identity verification. The approach of biometric image fusion at sensor level refers to a process that fuses multispectral images captured at different resolutions and by different biometric sensors to acquire richer and complementary information to produce a new fused image in spatially enhanced form. When the fused image is ready for further processing, SIFT operator are then used for feature extraction and the recognition is performed by adjustable structural graph matching between a pair of fused images by searching corresponding points using recursive descent tree traversal approach. The experimental result shows the efficacy of the proposed method with 98.19% accuracy, outperforms other methods when it is compared with uni-modal face and palmprint authentication results with recognition rates 89.04% and 92.17%, respectively and when all the methods are processed in the same feature space.
Keywords :
biometrics (access control); face recognition; feature extraction; graph theory; image fusion; image matching; image resolution; tree searching; wavelet transforms; SIFT operator; biometric sensor; face image evidence fusion; feature extraction; image resolution; monotonic-decreasing structural graph matching; multisensor biometric evidence fusion; palmprint image evidence fusion; person authentication; personnel identity verification; recursive descent tree traversal approach; scale invariant feature transform; wavelet decomposition; Authentication; Biometrics; Biosensors; Fuses; Fusion power generation; Image fusion; Image sensors; Multispectral imaging; Personnel; Sensor fusion; SIFT operator; face biometric; image fusion; multimodal biometric fusion; palmprint biometric; sensor fusion; structural graph; wavelet decomposition;
Conference_Titel :
Advances in Pattern Recognition, 2009. ICAPR '09. Seventh International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4244-3335-3
DOI :
10.1109/ICAPR.2009.15