Detection of presentation attacks on facial authentication systems using special devices
The article proposes a feature system designed to detect presentation attacks on facial authentication systems. In this type of attack, an attacker disguises as an authorized user using his image. The feature system assumes the possibility of using one or more special imaging sensors in addition to...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Samara National Research University
2022-08-01
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| Series: | Компьютерная оптика |
| Subjects: | |
| Online Access: | https://computeroptics.ru/eng/KO/Annot/KO46-4/460412e.html |
| _version_ | 1827786629185536000 |
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| author | A.Y. Denisova V.V. Fedoseev |
| author_facet | A.Y. Denisova V.V. Fedoseev |
| author_sort | A.Y. Denisova |
| collection | DOAJ |
| description | The article proposes a feature system designed to detect presentation attacks on facial authentication systems. In this type of attack, an attacker disguises as an authorized user using his image. The feature system assumes the possibility of using one or more special imaging sensors in addition to the basic RGB camera (thermal cameras, depth cameras, infrared cameras). The method has demonstrated a low error rate on the WMCA dataset, while experiments have shown its ability to remain effective in the case of the lack of training data. The comparative experiments carried out showed that the proposed method surpassed the RDWT-Haralick-SVM algorithm, and also approached the results of the MC-CNN algorithm, based on deep learning, which requires a significantly larger amount of training data. |
| first_indexed | 2024-03-11T16:37:56Z |
| format | Article |
| id | doaj.art-3e0e040d495341608bde1fd41b05a581 |
| institution | Directory Open Access Journal |
| issn | 0134-2452 2412-6179 |
| language | English |
| last_indexed | 2024-03-11T16:37:56Z |
| publishDate | 2022-08-01 |
| publisher | Samara National Research University |
| record_format | Article |
| series | Компьютерная оптика |
| spelling | doaj.art-3e0e040d495341608bde1fd41b05a5812023-10-23T12:39:29ZengSamara National Research UniversityКомпьютерная оптика0134-24522412-61792022-08-0146461262010.18287/2412-6179-CO-1054Detection of presentation attacks on facial authentication systems using special devicesA.Y. Denisova0V.V. Fedoseev1Samara National Research UniversityIPSI RAS – Branch of the FSRC "Crystallography and Photonics" RAS; Samara National Research UniversityThe article proposes a feature system designed to detect presentation attacks on facial authentication systems. In this type of attack, an attacker disguises as an authorized user using his image. The feature system assumes the possibility of using one or more special imaging sensors in addition to the basic RGB camera (thermal cameras, depth cameras, infrared cameras). The method has demonstrated a low error rate on the WMCA dataset, while experiments have shown its ability to remain effective in the case of the lack of training data. The comparative experiments carried out showed that the proposed method surpassed the RDWT-Haralick-SVM algorithm, and also approached the results of the MC-CNN algorithm, based on deep learning, which requires a significantly larger amount of training data.https://computeroptics.ru/eng/KO/Annot/KO46-4/460412e.htmlpresentation attackauthenticationface recognitionthermal datadepth data |
| spellingShingle | A.Y. Denisova V.V. Fedoseev Detection of presentation attacks on facial authentication systems using special devices Компьютерная оптика presentation attack authentication face recognition thermal data depth data |
| title | Detection of presentation attacks on facial authentication systems using special devices |
| title_full | Detection of presentation attacks on facial authentication systems using special devices |
| title_fullStr | Detection of presentation attacks on facial authentication systems using special devices |
| title_full_unstemmed | Detection of presentation attacks on facial authentication systems using special devices |
| title_short | Detection of presentation attacks on facial authentication systems using special devices |
| title_sort | detection of presentation attacks on facial authentication systems using special devices |
| topic | presentation attack authentication face recognition thermal data depth data |
| url | https://computeroptics.ru/eng/KO/Annot/KO46-4/460412e.html |
| work_keys_str_mv | AT aydenisova detectionofpresentationattacksonfacialauthenticationsystemsusingspecialdevices AT vvfedoseev detectionofpresentationattacksonfacialauthenticationsystemsusingspecialdevices |