지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.10 No.6
- 발행연도
- 2021.12
- 수록면
- 455 - 463 (9page)
- DOI
- 10.5573/IEIESPC.2021.10.6.455
이용수
초록· 키워드
오류제보하기
Face recognition and verification have been widely used for user authentication on various devices. To protect personal biometric information, face anti-spoofing techniques have been explored based on learning of the properties of various spoofing attacks against real faces. However, the direction of these studies has now encountered an important issue of validation for unseen types of spoofing attacks. Most methods have focused on revealing the differences between fake and real faces in a given dataset, but the performance significantly drops when such methods are tested on unseen samples that are different from those of the dataset used for training models. To cope with this limitation, several researchers have started to generalize the feature space across different datasets (i.e., free to the domain property). The goal of this paper is to provide a comprehensive review of face anti-spoofing methods with a systematic taxonomy, methodologies, and constructive prospects.
목차
Abstract
1. Introduction
2. Face Anti-spoofing: General Process and Systematic Taxonomy
3. Face Anti-spoofing: Methodologies
4. Face Anti-spoofing: Performance
5. Conclusion
References
참고문헌 (43)
참고문헌 신청
J. Määttä, A. Hadid, and M. Pietikäinen, “Face spoofing detection from single images using microtexture analysis,” in Proc. IEEE Int. Joint Conf. Biometrics (IJCB), pp. 1–7, Oct. 2011. Article (CrossRef Link).
H. Han, B. F. Klare, K. Bonnen, and A. K. Jain, “Matching composite sketches to face photos: a component-based approach,” IEEE Trans. Inf. Forensics Security, vol. 8, no. 1, pp. 191–204, Jan. 2013. Article (CrossRef Link).
Z. Boulkenafet, J. Komulainen, and A. Hadid, “Face spoofing detection using colour texture analysis,” IEEE Trans. Inf. Forensics Security, vol. 11, no. 8, pp. 1818–1830, Aug. 2016. Article (CrossRef Link).
K. Patel, H. Han, and A. K. Jain, “Secure face unlock: spoof detection on smartphones,” IEEE Trans. Inf. Forensics Security, vol. 11, no. 10, pp. 2268–2283, Oct. 2016. Article (CrossRef Link).
Y. Atoum, Y. Liu, A. Jourabloo, and X. Liu, “Face anti-spoofing using patch and depth-based CNNs,” in Proc. IEEE Int. Joint Conf. Biometrics (IJCB), pp. 319–328, Oct. 2017. Article (CrossRef Link).
H. Han, B. F. Klare, K. Bonnen, and A. K. Jain, “Matching composite sketches to face photos: a component-based approach,” IEEE Trans. Inf. Forensics Security, vol. 8, no. 1, pp. 191–204, Jan. 2013. Article (CrossRef Link).
Z. Boulkenafet, J. Komulainen, and A. Hadid, “Face spoofing detection using colour texture analysis,” IEEE Trans. Inf. Forensics Security, vol. 11, no. 8, pp. 1818–1830, Aug. 2016. Article (CrossRef Link).
K. Patel, H. Han, and A. K. Jain, “Secure face unlock: spoof detection on smartphones,” IEEE Trans. Inf. Forensics Security, vol. 11, no. 10, pp. 2268–2283, Oct. 2016. Article (CrossRef Link).
Y. Atoum, Y. Liu, A. Jourabloo, and X. Liu, “Face anti-spoofing using patch and depth-based CNNs,” in Proc. IEEE Int. Joint Conf. Biometrics (IJCB), pp. 319–328, Oct. 2017. Article (CrossRef Link).
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