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        AUTHOR = "Ramachandra, R. and Busch, C.",
        TITLE = "Presentation Attack Detection Methods for Face Recognition Systems:
A Comprehensive Survey",
        JOURNAL = Surveys,
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        PAGES = "Article No 8",
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        AUTHOR = "Raghavendra, R. and Raja, K.B. and Marcel, S. and Busch, C.",
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@article{bb188503,
        AUTHOR = "Mohammadi, A. and Bhattacharjee, S. and Marcel, S.",
        TITLE = "Deeply vulnerable: a study of the robustness of face recognition to
presentation attacks",
        JOURNAL = IET-Bio,
        VOLUME = "7",
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        NUMBER = "1",
        MONTH = "January",
        PAGES = "15-26",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183833"}

@article{bb188504,
        AUTHOR = "Alotaibi, A. and Mahmood, A.",
        TITLE = "Deep face liveness detection based on nonlinear diffusion using
convolution neural network",
        JOURNAL = SIViP,
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        YEAR = "2017",
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@article{bb188505,
        AUTHOR = "Sepas Moghaddam, A. and Malhadas, L. and Correia, P.L. and Pereira, F.",
        TITLE = "Face spoofing detection using a light field imaging framework",
        JOURNAL = IET-Bio,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "1",
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        PAGES = "39-48",
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@article{bb188506,
        AUTHOR = "Li, L. and Correia, P.L. and Hadid, A.",
        TITLE = "Face recognition under spoofing attacks: countermeasures and research
directions",
        JOURNAL = IET-Bio,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "3-14",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183836"}

@inproceedings{bb188507,
        AUTHOR = "Hadid, A.",
        TITLE = "Face Biometrics Under Spoofing Attacks: Vulnerabilities,
Countermeasures, Open Issues, and Research Directions",
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        YEAR = "2014",
        PAGES = "113-118",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183837"}

@article{bb188508,
        TITLE = "Guest Editorial: Face Recognition and Spoofing Attacks",
        JOURNAL = IET-Bio,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "1-2",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183838"}

@article{bb188509,
        AUTHOR = "Edmunds, T. and Caplier, A.",
        TITLE = "Face spoofing detection based on colour distortions",
        JOURNAL = IET-Bio,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183839"}

@inproceedings{bb188510,
        AUTHOR = "Edmunds, T. and Caplier, A.",
        TITLE = "Fake face detection based on radiometric distortions",
        BOOKTITLE = IPTA16,
        YEAR = "2016",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183840"}

@article{bb188511,
        AUTHOR = "Xia, Z.Q. and Peng, X.L. and Feng, X.Y. and Hadid, A.",
        TITLE = "Scarce face recognition via two-layer collaborative representation",
        JOURNAL = IET-Bio,
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        YEAR = "2018",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183841"}

@inproceedings{bb188512,
        AUTHOR = "Li, L. and Feng, X.Y. and Boulkenafet, Z. and Xia, Z.Q. and Li, M. and Hadid, A.",
        TITLE = "An original face anti-spoofing approach using partial convolutional
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        YEAR = "2016",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183842"}

@article{bb188513,
        AUTHOR = "Zhao, X. and Lin, Y. and Heikkila, J.",
        TITLE = "Dynamic Texture Recognition Using Volume Local Binary Count Patterns
With an Application to 2D Face Spoofing Detection",
        JOURNAL = MultMed,
        VOLUME = "20",
        YEAR = "2018",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "552-566",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183843"}

@article{bb188514,
        AUTHOR = "Edmunds, T. and Caplier, A.",
        TITLE = "Motion-based countermeasure against photo and video spoofing attacks
in face recognition",
        JOURNAL = JVCIR,
        VOLUME = "50",
        YEAR = "2018",
        PAGES = "314-332",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183844"}

@article{bb188515,
        AUTHOR = "Zhang, L.B. and Peng, F. and Qin, L. and Long, M.",
        TITLE = "Face spoofing detection based on color texture Markov feature and
support vector machine recursive feature elimination",
        JOURNAL = JVCIR,
        VOLUME = "51",
        YEAR = "2018",
        PAGES = "56-69",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183845"}

@article{bb188516,
        AUTHOR = "Beham, M.P. and Roomi, S.M.M.",
        TITLE = "Anti-spoofing enabled face recognition based on aggregated local
weighted gradient orientation",
        JOURNAL = SIViP,
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        NUMBER = "3",
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        PAGES = "531-538",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183846"}

@article{bb188517,
        AUTHOR = "Nordrum, A.",
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        JOURNAL = Spectrum,
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183847"}

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        TITLE = "Face spoofing detection with local binary pattern network",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183848"}

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        AUTHOR = "Li, L. and Feng, X.Y. and Jiang, X.Y. and Xia, Z.Q. and Hadid, A.",
        TITLE = "Face anti-spoofing via deep local binary patterns",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "101-105",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183849"}

@article{bb188520,
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        TITLE = "Predicting the vulnerability of biometric systems to attacks based on
morphed biometric information",
        JOURNAL = IET-Bio,
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@article{bb188521,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183851"}

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        TITLE = "On the generalization of color texture-based face anti-spoofing",
        JOURNAL = IVC,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183852"}

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        AUTHOR = "Boulkenafet, Z. and Komulainen, J. and Hadid, A.",
        TITLE = "Face anti-spoofing based on color texture analysis",
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@article{bb188524,
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        TITLE = "Face-mask recognition for fraud prevention using Gaussian mixture
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183854"}

@article{bb188525,
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@inproceedings{bb188526,
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        TITLE = "Exploiting Visual Artifacts to Expose Deepfakes and Face
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        YEAR = "2019",
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@inproceedings{bb188527,
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        TITLE = "Detecting Presentation Attacks from 3D Face Masks Under Multispectral
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183857"}

@inproceedings{bb188528,
        AUTHOR = "Sharif, M. and Baue, L. and Reite, M.K.",
        TITLE = "On the Suitability of Lp-Norms for Creating and Preventing
Adversarial Examples",
        BOOKTITLE = PRIV18,
        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183858"}

@inproceedings{bb188529,
        AUTHOR = "Zhang, K. and Chang, Y. and Hsu, W.",
        TITLE = "Deep Disguised Faces Recognition",
        BOOKTITLE = DFW18,
        YEAR = "2018",
        PAGES = "32-324",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183859"}

@inproceedings{bb188530,
        AUTHOR = "Kohli, N. and Yadav, D. and Noore, A.",
        TITLE = "Face Verification with Disguise Variations via Deep Disguise
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183860"}

@inproceedings{bb188531,
        AUTHOR = "Gupta, I. and Bhalla, I. and Singh, R. and Vatsa, M.",
        TITLE = "Scattering Transform for Matching Surgically Altered Face Images",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "2215-2220",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183861"}

@inproceedings{bb188532,
        AUTHOR = "Ming, Z. and Chazalon, J. and Muzzamil Luqman, M. and Visani, M. and Burie, J.",
        TITLE = "FaceLiveNet: End-to-End Networks Combining Face Verification with
Interactive Facial Expression-Based Liveness Detection",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "3507-3512",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183862"}

@inproceedings{bb188533,
        AUTHOR = "Sun, X. and Huang, L. and Liu, C.",
        TITLE = "Multimodal Face Spoofing Detection via RGB-D Images",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
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@inproceedings{bb188534,
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@inproceedings{bb188535,
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        TITLE = "Learning Deep Models for Face Anti-Spoofing:
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@inproceedings{bb188536,
        AUTHOR = "Jourabloo, A. and Liu, Y. and Liu, X.M.",
        TITLE = "Face De-spoofing: Anti-spoofing via Noise Modeling",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XIII: 297-315",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT183866"}

@inproceedings{bb188537,
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        TITLE = "Remote Photoplethysmography Correspondence Feature for 3D Mask Face
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        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XVI: 577-594",
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@inproceedings{bb188538,
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@inproceedings{bb188541,
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@inproceedings{bb188542,
        AUTHOR = "Souza, G.B. and Santos, D.F.S. and Pires, R.G. and Marana, A.N. and Papa, J.P.",
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@inproceedings{bb188543,
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@inproceedings{bb188544,
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@inproceedings{bb188545,
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@inproceedings{bb188546,
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