A Privacy-Preserving Biometric Recognition System with Visual Cryptography
The popularity of more powerful and smarter digital devices has improved the quality of life and poses new challenges to the privacy protection of personal information. In this paper, we propose a biometric recognition system with visual cryptography, which preserves the privacy of biometric feature...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Advances in Multimedia |
| Online Access: | http://dx.doi.org/10.1155/2022/1057114 |
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| _version_ | 1832563828149190656 |
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| author | Lijing Ren Denghui Zhang |
| author_facet | Lijing Ren Denghui Zhang |
| author_sort | Lijing Ren |
| collection | DOAJ |
| description | The popularity of more powerful and smarter digital devices has improved the quality of life and poses new challenges to the privacy protection of personal information. In this paper, we propose a biometric recognition system with visual cryptography, which preserves the privacy of biometric features by storing biometric features in separate databases. Visual cryptography combines perfect ciphers and secret sharing in cryptography with images, thus eliminating the complex operations in existing privacy-preserving schemes based on cryptography or watermarking. Since shares do not reveal any feature about biometric information, we can efficiently transmit sensitive information among sensors and smart devices in plain. To abate the influence of noise in visual cryptography, we leverage the generalization ability of transfer learning to train a visual cryptography-based recognition network. Experimental results show that our proposed method keeps the high accuracy of the feature recognition system when providing security. |
| format | Article |
| id | doaj-art-1dc5a2167ef041acbccf7ae6c088d4c4 |
| institution | Kabale University |
| issn | 1687-5699 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Multimedia |
| spelling | doaj-art-1dc5a2167ef041acbccf7ae6c088d4c42025-02-03T01:12:22ZengWileyAdvances in Multimedia1687-56992022-01-01202210.1155/2022/1057114A Privacy-Preserving Biometric Recognition System with Visual CryptographyLijing Ren0Denghui Zhang1School of Traffic and TransportationCyberspace Institute of Advanced TechnologyThe popularity of more powerful and smarter digital devices has improved the quality of life and poses new challenges to the privacy protection of personal information. In this paper, we propose a biometric recognition system with visual cryptography, which preserves the privacy of biometric features by storing biometric features in separate databases. Visual cryptography combines perfect ciphers and secret sharing in cryptography with images, thus eliminating the complex operations in existing privacy-preserving schemes based on cryptography or watermarking. Since shares do not reveal any feature about biometric information, we can efficiently transmit sensitive information among sensors and smart devices in plain. To abate the influence of noise in visual cryptography, we leverage the generalization ability of transfer learning to train a visual cryptography-based recognition network. Experimental results show that our proposed method keeps the high accuracy of the feature recognition system when providing security.http://dx.doi.org/10.1155/2022/1057114 |
| spellingShingle | Lijing Ren Denghui Zhang A Privacy-Preserving Biometric Recognition System with Visual Cryptography Advances in Multimedia |
| title | A Privacy-Preserving Biometric Recognition System with Visual Cryptography |
| title_full | A Privacy-Preserving Biometric Recognition System with Visual Cryptography |
| title_fullStr | A Privacy-Preserving Biometric Recognition System with Visual Cryptography |
| title_full_unstemmed | A Privacy-Preserving Biometric Recognition System with Visual Cryptography |
| title_short | A Privacy-Preserving Biometric Recognition System with Visual Cryptography |
| title_sort | privacy preserving biometric recognition system with visual cryptography |
| url | http://dx.doi.org/10.1155/2022/1057114 |
| work_keys_str_mv | AT lijingren aprivacypreservingbiometricrecognitionsystemwithvisualcryptography AT denghuizhang aprivacypreservingbiometricrecognitionsystemwithvisualcryptography AT lijingren privacypreservingbiometricrecognitionsystemwithvisualcryptography AT denghuizhang privacypreservingbiometricrecognitionsystemwithvisualcryptography |