Minutia Cylinder-Code: A New Representation and Matching Technique for Fingerprint Recognition
In this paper, we introduce the Minutia Cylinder-Code (MCC): a novel representation based on 3D data structures (called cylinders), built from minutiae distances and angles. The cylinders can be created starting from a subset of the mandatory features (minutiae position and direction) defined by sta...
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| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence Jg. 32; H. 12; S. 2128 - 2141 |
|---|---|
| Hauptverfasser: | , , |
| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
Los Alamitos, CA
IEEE
01.12.2010
IEEE Computer Society The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Schlagworte: | |
| ISSN: | 0162-8828, 1939-3539, 1939-3539 |
| Online-Zugang: | Volltext |
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| Abstract | In this paper, we introduce the Minutia Cylinder-Code (MCC): a novel representation based on 3D data structures (called cylinders), built from minutiae distances and angles. The cylinders can be created starting from a subset of the mandatory features (minutiae position and direction) defined by standards like ISO/IEC 19794-2 (2005). Thanks to the cylinder invariance, fixed-length, and bit-oriented coding, some simple but very effective metrics can be defined to compute local similarities and to consolidate them into a global score. Extensive experiments over FVC2006 databases prove the superiority of MCC with respect to three well-known techniques and demonstrate the feasibility of obtaining a very effective (and interoperable) fingerprint recognition implementation for light architectures. |
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| AbstractList | In this paper, we introduce the Minutia Cylinder-Code (MCC): a novel representation based on 3D data structures (called cylinders), built from minutiae distances and angles. The cylinders can be created starting from a subset of the mandatory features (minutiae position and direction) defined by standards like ISO/IEC 19794-2 (2005). Thanks to the cylinder invariance, fixed-length, and bit-oriented coding, some simple but very effective metrics can be defined to compute local similarities and to consolidate them into a global score. Extensive experiments over FVC2006 databases prove the superiority of MCC with respect to three well-known techniques and demonstrate the feasibility of obtaining a very effective (and interoperable) fingerprint recognition implementation for light architectures. In this paper, we introduce the Minutia Cylinder-Code (MCC): a novel representation based on 3D data structures (called cylinders), built from minutiae distances and angles. The cylinders can be created starting from a subset of the mandatory features (minutiae position and direction) defined by standards like ISO/IEC 19794-2 (2005). Thanks to the cylinder invariance, fixed-length, and bit-oriented coding, some simple but very effective metrics can be defined to compute local similarities and to consolidate them into a global score. Extensive experiments over FVC2006 databases prove the superiority of MCC with respect to three well-known techniques and demonstrate the feasibility of obtaining a very effective (and interoperable) fingerprint recognition implementation for light architectures.In this paper, we introduce the Minutia Cylinder-Code (MCC): a novel representation based on 3D data structures (called cylinders), built from minutiae distances and angles. The cylinders can be created starting from a subset of the mandatory features (minutiae position and direction) defined by standards like ISO/IEC 19794-2 (2005). Thanks to the cylinder invariance, fixed-length, and bit-oriented coding, some simple but very effective metrics can be defined to compute local similarities and to consolidate them into a global score. Extensive experiments over FVC2006 databases prove the superiority of MCC with respect to three well-known techniques and demonstrate the feasibility of obtaining a very effective (and interoperable) fingerprint recognition implementation for light architectures. |
| Author | Ferrara, Matteo Maltoni, Davide Cappelli, Raffaele |
| Author_xml | – sequence: 1 givenname: Raffaele surname: Cappelli fullname: Cappelli, Raffaele email: raffaele.cappelli@unibo.it organization: Biometric Syst. Lab., Univ. of Bologna, Cesena, Italy – sequence: 2 givenname: Matteo surname: Ferrara fullname: Ferrara, Matteo email: matteo.ferrara@unibo.it organization: Biometric Syst. Lab., Univ. of Bologna, Cesena, Italy – sequence: 3 givenname: Davide surname: Maltoni fullname: Maltoni, Davide email: davide.maltoni@unibo.it organization: Biometric Syst. Lab., Univ. of Bologna, Cesena, Italy |
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| Keywords | Biometrics Fingerprint ISO/IEC 19794-2 Bit-oriented cylinder-code local minutiae matching Invariance Fingerprint identification Database Feasibility Metric ISO standard Data structure Pattern analysis Artificial intelligence |
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| SubjectTerms | Algorithm design and analysis Algorithms Applied sciences Artificial Intelligence Biometric Identification - methods Bit-oriented Computer architecture Computer science; control theory; systems Consolidation cylinder-code Cylinders Data structures Databases, Factual Dermatoglyphics Exact sciences and technology fingerprint Fingerprint recognition Fingerprints Humans IEC standards Image Processing, Computer-Assisted - methods ISO standards ISO/IEC 19794-2 local minutiae matching Pattern analysis Pattern matching Pattern recognition Pattern recognition. Digital image processing. Computational geometry Recognition Representations Robustness Spatial databases Three dimensional |
| Title | Minutia Cylinder-Code: A New Representation and Matching Technique for Fingerprint Recognition |
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