SynCoLFinGer: Synthetic contactless fingerprint generator
•Proposal of first method for synthetic generation of contactless fingerprint images.•Modeling of contactless fingerprint images into several constituent components.•Evaluations to study the realism of generated synthetic contactless fingerprints. We present the first method for synthetic generation...
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| Published in | Pattern recognition letters Vol. 157; pp. 127 - 134 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Amsterdam
Elsevier B.V
01.05.2022
Elsevier Science Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0167-8655 1872-7344 1872-7344 |
| DOI | 10.1016/j.patrec.2022.04.003 |
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| Abstract | •Proposal of first method for synthetic generation of contactless fingerprint images.•Modeling of contactless fingerprint images into several constituent components.•Evaluations to study the realism of generated synthetic contactless fingerprints.
We present the first method for synthetic generation of contactless fingerprint images, referred to as SynCoLFinGer. To this end, the constituent components of contactless fingerprint images regarding capturing, subject characteristics, and environmental influences are modeled and applied to a synthetically generated ridge pattern using the SFinGe algorithm. The proposed method is able to generate different synthetic samples corresponding to a single finger and it can be parameterized to generate contactless fingerprint images of various quality levels. The resemblance of the synthetically generated contactless fingerprints to real fingerprints is confirmed by evaluating biometric sample quality using an adapted NFIQ 2.0 algorithm and biometric utility using a state-of-the-art contactless fingerprint recognition system. |
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| AbstractList | •Proposal of first method for synthetic generation of contactless fingerprint images.•Modeling of contactless fingerprint images into several constituent components.•Evaluations to study the realism of generated synthetic contactless fingerprints.
We present the first method for synthetic generation of contactless fingerprint images, referred to as SynCoLFinGer. To this end, the constituent components of contactless fingerprint images regarding capturing, subject characteristics, and environmental influences are modeled and applied to a synthetically generated ridge pattern using the SFinGe algorithm. The proposed method is able to generate different synthetic samples corresponding to a single finger and it can be parameterized to generate contactless fingerprint images of various quality levels. The resemblance of the synthetically generated contactless fingerprints to real fingerprints is confirmed by evaluating biometric sample quality using an adapted NFIQ 2.0 algorithm and biometric utility using a state-of-the-art contactless fingerprint recognition system. We present the first method for synthetic generation of contactless fingerprint images, referred to as SynCoLFinGer. To this end, the constituent components of contactless fingerprint images regarding capturing, subject characteristics, and environmental influences are modeled and applied to a synthetically generated ridge pattern using the SFinGe algorithm. The proposed method is able to generate different synthetic samples corresponding to a single finger and it can be parameterized to generate contactless fingerprint images of various quality levels. The resemblance of the synthetically generated contactless fingerprints to real fingerprints is confirmed by evaluating biometric sample quality using an adapted NFIQ 2.0 algorithm and biometric utility using a state-of-the-art contactless fingerprint recognition system. |
| Author | Busch, Christoph Priesnitz, Jannis Rathgeb, Christian Buchmann, Nicolas |
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| Cites_doi | 10.1109/TIP.2017.2788866 10.3390/s22030792 10.1186/s13640-021-00548-4 10.1109/TTS.2020.2992344 10.1049/el.2015.0382 |
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| Keywords | Fingerprint recognition Synthetic generation Mobile biometrics Contactless fingerprint |
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| Snippet | •Proposal of first method for synthetic generation of contactless fingerprint images.•Modeling of contactless fingerprint images into several constituent... We present the first method for synthetic generation of contactless fingerprint images, referred to as SynCoLFinGer. To this end, the constituent components of... |
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| SubjectTerms | Algorithms Biometric recognition systems Biometrics Contactless fingerprint Fingerprint recognition Fingerprint verification Fingerprinting Image quality Mobile biometrics Synthetic generation |
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| Title | SynCoLFinGer: Synthetic contactless fingerprint generator |
| URI | https://dx.doi.org/10.1016/j.patrec.2022.04.003 https://www.proquest.com/docview/2669599917 https://doi.org/10.1016/j.patrec.2022.04.003 |
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