@inproceedings{bb228300,
        AUTHOR = "Sun, J.W. and Li, A. and Wang, B. and Yang, H. and Li, H. and Chen, Y.",
        TITLE = "Soteria: Provable Defense against Privacy Leakage in Federated
Learning from Representation Perspective",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "9307-9315",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223291"}

@inproceedings{bb228301,
        AUTHOR = "Gao, W. and Guo, S. and Zhang, T. and Qiu, H. and Wen, Y.G. and Liu, Y.",
        TITLE = "Privacy-preserving Collaborative Learning with Automatic
Transformation Search",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "114-123",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223292"}

@inproceedings{bb228302,
        AUTHOR = "Golatkar, A. and Achille, A. and Ravichandran, A. and Polito, M. and Soatto, S.",
        TITLE = "Mixed-Privacy Forgetting in Deep Networks",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "792-801",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223293"}

@inproceedings{bb228303,
        AUTHOR = "Luo, Z. and Wu, D.J. and Adeli, E. and Fei Fei, L.",
        TITLE = "Scalable Differential Privacy with Sparse Network Finetuning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "5057-5066",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223294"}

@inproceedings{bb228304,
        AUTHOR = "Wang, H. and Dong, X. and Jin, Z. and Teoh, A.B.J. and Tistarelli, M.",
        TITLE = "Interpretable security analysis of cancellable biometrics using
constrained-optimized similarity-based attack",
        BOOKTITLE = WACVW21,
        YEAR = "2021",
        PAGES = "70-77",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223295"}

@inproceedings{bb228305,
        AUTHOR = "Li, J.Z. and Han, L. and Zhang, H. and Han, X.G. and Ge, J. and Cao, X.C.",
        TITLE = "Learning Disentangled Representations for Identity Preserving
Surveillance Face Camouflage",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9748-9755",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223296"}

@inproceedings{bb228306,
        AUTHOR = "Lee, H. and Low, C.Y. and Teoh, A.B.J.",
        TITLE = "SoftmaxOut Transformation-Permutation Network for Facial Template
Protection",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "7558-7565",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223297"}

@inproceedings{bb228307,
        AUTHOR = "Hao, H. and Guera, D. and Horvath, J. and Reibman, A.R. and Delp, E.J.",
        TITLE = "Robustness Analysis of Face Obscuration",
        BOOKTITLE = FG20,
        YEAR = "2020",
        PAGES = "176-183",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223298"}

@inproceedings{bb228308,
        AUTHOR = "Wen, Y. and Liu, B. and Xie, R. and Zhu, Y. and Cao, J. and Song, L.",
        TITLE = "A Hybrid Model for Natural Face De-Identiation with Adjustable
Privacy",
        BOOKTITLE = VCIP20,
        YEAR = "2020",
        PAGES = "269-272",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223299"}

@inproceedings{bb228309,
        AUTHOR = "Bortolato, B. and Ivanovska, M. and Rot, P. and Krizaj, J. and Terhorst, P. and Damer, N. and Peer, P. and Struc, V.",
        TITLE = "Learning privacy-enhancing face representations through feature
disentanglement",
        BOOKTITLE = FG20,
        YEAR = "2020",
        PAGES = "495-502",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223300"}

@inproceedings{bb228310,
        AUTHOR = "Gu, X.Y. and Luo, W.X. and Ryoo, M.S. and Lee, Y.J.",
        TITLE = "Password-conditioned Anonymization and Deanonymization with Face
Identity Transformers",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XXIII:727-743",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223301"}

@inproceedings{bb228311,
        AUTHOR = "Malhotra, A. and Chhabra, S. and Vatsa, M. and Singh, R.",
        TITLE = "On Privacy Preserving Anonymization of Finger-selfies",
        BOOKTITLE = TCV20,
        YEAR = "2020",
        PAGES = "120-128",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223302"}

@inproceedings{bb228312,
        AUTHOR = "Gafni, O. and Wolf, L. and Taigman, Y.",
        TITLE = "Live Face De-Identification in Video",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "9377-9386",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223303"}

@inproceedings{bb228313,
        AUTHOR = "Canh, T.N. and Nagahara, H.",
        TITLE = "Deep Compressive Sensing for Visual Privacy Protection in FlatCam
Imaging",
        BOOKTITLE = CLI19,
        YEAR = "2019",
        PAGES = "3978-3986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223304"}

@inproceedings{bb228314,
        AUTHOR = "Speciale, P. and Schonberger, J. and Sinha, S. and Pollefeys, M.",
        TITLE = "Privacy Preserving Image Queries for Camera Localization",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "1486-1496",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223305"}

@inproceedings{bb228315,
        AUTHOR = "Hou, W. and Wang, D. and Chen, X.J.",
        TITLE = "Generate Images with Obfuscated Attributes for Private Image
Classification",
        BOOKTITLE = MMMod20,
        YEAR = "2020",
        PAGES = "II:125-135",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223306"}

@inproceedings{bb228316,
        AUTHOR = "Wu, B.Z. and Zhao, S.W. and Sun, G.Y. and Zhang, X.L. and Su, Z. and Zeng, C.H. and Liu, Z.H.",
        TITLE = "P3SGD: Patient Privacy Preserving SGD for Regularizing Deep CNNs in
Pathological Image Classification",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2094-2103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223307"}

@inproceedings{bb228317,
        AUTHOR = "Munch, D. and Grosselfinger, A.K. and Krempel, E. and Hebel, M. and Arens, M.",
        TITLE = "Data Anonymization for Data Protection on Publicly Recorded Data",
        BOOKTITLE = CVS19,
        YEAR = "2019",
        PAGES = "245-258",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223308"}

@inproceedings{bb228318,
        AUTHOR = "Chatzikyriakidis, E. and Papaioannidis, C. and Pitas, I.",
        TITLE = "Adversarial Face De-Identification",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "684-688",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223309"}

@inproceedings{bb228319,
        AUTHOR = "Beugnon, S. and Puteaux, P. and Puech, W.",
        TITLE = "Privacy Protection for Social Media Based on A Hierarchical Secret
Image Sharing Scheme",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "679-683",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223310"}

@inproceedings{bb228320,
        AUTHOR = "Sirichotedumrong, W. and Maekawa, T. and Kinoshita, Y. and Kiya, H.",
        TITLE = "Privacy-Preserving Deep Neural Networks with Pixel-Based Image
Encryption Considering Data Augmentation in the Encrypted Domain",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "674-678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223311"}

@inproceedings{bb228321,
        AUTHOR = "Rezaeifar, S. and Razeghi, B. and Taran, O. and Holotyak, T. and Voloshynovskiy, S.",
        TITLE = "Reconstruction of Privacy-Sensitive Data from Protected Templates",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "1163-1167",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223312"}

@inproceedings{bb228322,
        AUTHOR = "Bonettini, N. and Guera, D. and Bondi, L. and Bestagini, P. and Delp, E.J. and Tubaro, S.",
        TITLE = "Image Anonymization Detection with Deep Handcrafted Features",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "2304-2308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223313"}

@inproceedings{bb228323,
        AUTHOR = "Natsume, R. and Yatagawa, T. and Morishima, S.",
        TITLE = "FSNet: An Identity-Aware Generative Model for Image-Based Face Swapping",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "VI:117-132",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223314"}

@inproceedings{bb228324,
        AUTHOR = "Oleszkiewicz, W. and Kairouz, P. and Piczak, K. and Rajagopal, R. and Trzcinski, T.",
        TITLE = "Siamese Generative Adversarial Privatizer for Biometric Data",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "V:482-497",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223315"}

@inproceedings{bb228325,
        AUTHOR = "Pittaluga, F. and Koppal, S. and Chakrabarti, A.",
        TITLE = "Learning Privacy Preserving Encodings Through Adversarial Training",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "791-799",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223316"}

@inproceedings{bb228326,
        AUTHOR = "Bailer, W.",
        TITLE = "Face Swapping for Solving Collateral Privacy Issues in Multimedia
Analytics",
        BOOKTITLE = "MMMod19",
        YEAR = "2019",
        PAGES = "I:169-177",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223317"}

@inproceedings{bb228327,
        AUTHOR = "Orekondy, T. and Fritz, M. and Schiele, B.",
        TITLE = "Connecting Pixels to Privacy and Utility:
Automatic Redaction of Private Information in Images",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8466-8475",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223318"}

@inproceedings{bb228328,
        AUTHOR = "Gerhardt, C. and Aichroth, P. and Mann, S.",
        TITLE = "Selective face encryption in H.264 encoded videos",
        BOOKTITLE = VCIP17,
        YEAR = "2017",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223319"}

@inproceedings{bb228329,
        AUTHOR = "Sokolic, J. and Rodrigues, M.R.D. and Qiu, Q. and Sapiro, G.",
        TITLE = "Learning to Identify While Failing to Discriminate",
        BOOKTITLE = HumID17,
        YEAR = "2017",
        PAGES = "2537-2544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223320"}

@inproceedings{bb228330,
        AUTHOR = "Orekondy, T. and Schiele, B. and Fritz, M.",
        TITLE = "Towards a Visual Privacy Advisor:
Understanding and Predicting Privacy Risks in Images",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "3706-3715",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223321"}

@inproceedings{bb228331,
        AUTHOR = "Hung, P.C.K. and Kanev, K. and Iqbal, F. and Mettrick, D. and Rafferty, L. and Pan, G.P. and Huang, S.C. and Fung, B.C.M.",
        TITLE = "A Study of Children Facial Recognition for Privacy in Smart TV",
        BOOKTITLE = CompIMAGE16,
        YEAR = "2016",
        PAGES = "229-240",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223322"}

@inproceedings{bb228332,
        AUTHOR = "Guo, T. and Liu, F. and Wang, W. and Yu, B.",
        TITLE = "Privacy Monitor",
        BOOKTITLE = IWDW16,
        YEAR = "2016",
        PAGES = "187-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223323"}

@inproceedings{bb228333,
        AUTHOR = "Brkic, K. and Sikiric, I. and Hrkac, T. and Kalafatic, Z.",
        TITLE = "De-identifying people in videos using neural art",
        BOOKTITLE = IPTA16,
        YEAR = "2016",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223324"}

@inproceedings{bb228334,
        AUTHOR = "Fujii, K. and Nakamura, K. and Nitta, N. and Babaguchi, N.",
        TITLE = "A Framework of Privacy-Preserving Image Recognition for Image-Based
Information Services",
        BOOKTITLE = MMMod17,
        YEAR = "2017",
        PAGES = "I: 40-52",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223325"}

@inproceedings{bb228335,
        AUTHOR = "Oh, S.J. and Benenson, R. and Fritz, M. and Schiele, B.",
        TITLE = "Faceless Person Recognition: Privacy Implications in Social Media",
        BOOKTITLE = ECCV16,
        YEAR = "2016",
        PAGES = "III: 19-35",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935pri1.html#TT223326"}

@inproceedings{bb228336,
        AUTHOR = "Chaussy, E. and Machida, S. and Sonehara, N. and Echizen, I.",
        TITLE = "Definition of Private Information for Image Sharing in Social
Networking Services",
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@inproceedings{bb228337,
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        TITLE = "Controllable face privacy",
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@inproceedings{bb228338,
        AUTHOR = "Mosaddegh, S. and Simon, L. and Jurie, F.",
        TITLE = "Photorealistic Face De-Identification by Aggregating Donors' Face
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@inproceedings{bb228339,
        AUTHOR = "Korshunov, P. and Ebrahimi, T.",
        TITLE = "Towards optimal distortion-based visual privacy filters",
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@inproceedings{bb228340,
        AUTHOR = "Erdelyi, A. and Barat, T. and Valet, P. and Winkler, T. and Rinner, B.",
        TITLE = "Adaptive cartooning for privacy protection in camera networks",
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@inproceedings{bb228341,
        AUTHOR = "Aouada, D. and Khader, D.",
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@inproceedings{bb228342,
        AUTHOR = "Al Shammari, E.T. and Hassanien, A.E. and Al Razgan, O.S.",
        TITLE = "Protecting Patient Privacy against Unauthorized Release of Medical
Images Using Weighted Quantum Particle Swarm Optimization Algorithm",
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@inproceedings{bb228345,
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        AUTHOR = "Kollreider, K. and Fronthaler, H. and Bigun, J.",
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@article{bb228348,
        AUTHOR = "Zhang, Z.W. and Yi, D. and Lei, Z. and Li, S.Z.",
        TITLE = "Regularized Transfer Boosting for Face Detection Across Spectrum",
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        AUTHOR = "Zhang, Z.W. and Yi, D. and Lei, Z. and Li, S.Z.",
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@article{bb228350,
        AUTHOR = "Maatta, J. and Hadid, A. and Pietikainen, M.",
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@inproceedings{bb228352,
        AUTHOR = "Kose, N. and Dugelay, J.L.",
        TITLE = "Shape and Texture Based Countermeasure to Protect Face Recognition
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        YEAR = "2013",
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@inproceedings{bb228353,
        AUTHOR = "Kose, N. and Dugelay, J.L.",
        TITLE = "Countermeasure for the protection of face recognition systems against
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@inproceedings{bb228354,
        AUTHOR = "Kose, N. and Apvrille, L. and Dugelay, J.L.",
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@article{bb228355,
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@inproceedings{bb228356,
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@article{bb228357,
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@inproceedings{bb228358,
        AUTHOR = "Akhtar, Z. and Fumera, G. and Marcialis, G.L. and Roli, F.",
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@article{bb228359,
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@inproceedings{bb228360,
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@article{bb228361,
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Application to Iris, Fingerprint, and Face Recognition",
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@inproceedings{bb228362,
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        TITLE = "Face Anti-spoofing Based on General Image Quality Assessment",
        BOOKTITLE = ICPR14,
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@article{bb228363,
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on perceptron learning",
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        AUTHOR = "Bustard, J.D. and Carter, J.N. and Nixon, M.S. and Hadid, A.",
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@article{bb228365,
        AUTHOR = "Kim, W. and Suh, S. and Han, J.",
        TITLE = "Face Liveness Detection From a Single Image via Diffusion Speed Model",
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@article{bb228366,
        AUTHOR = "Hadid, A. and Evans, N. and Marcel, S. and Fierrez, J.",
        TITLE = "Biometrics Systems Under Spoofing Attack:
An evaluation methodology and lessons learned",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223357"}

@article{bb228367,
        AUTHOR = "Biggio, B. and Fumera, G. and Russu, P. and Didaci, L. and Roli, F.",
        TITLE = "Adversarial Biometric Recognition: A review on biometric system
security from the adversarial machine-learning perspective",
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        NUMBER = "5",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223358"}

@article{bb228368,
        AUTHOR = "Pinto, A. and Pedrini, H. and Robson Schwartz, W. and Rocha, A.",
        TITLE = "Face Spoofing Detection Through Visual Codebooks of Spectral Temporal
Cubes",
        JOURNAL = IP,
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        YEAR = "2015",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4726-4740",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223359"}

@article{bb228369,
        AUTHOR = "Feng, L.T. and Po, L.M. and Li, Y.M. and Xu, X.Y. and Yuan, F. and Cheung, T.C.H. and Cheung, K.W.",
        TITLE = "Integration of image quality and motion cues for face anti-spoofing:
A neural network approach",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223360"}

@article{bb228370,
        AUTHOR = "Galbally, J. and Satta, R.",
        TITLE = "Three-dimensional and two-and-a-half-dimensional face recognition
spoofing using three-dimensional printed models",
        JOURNAL = IET-Bio,
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        NUMBER = "2",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223361"}

@article{bb228371,
        AUTHOR = "Gavrilescu, M.",
        TITLE = "Study on using individual differences in facial expressions for a
face recognition system immune to spoofing attacks",
        JOURNAL = IET-Bio,
        VOLUME = "5",
        YEAR = "2016",
        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223362"}

@article{bb228372,
        AUTHOR = "Schuckers, S.",
        TITLE = "Presentations and attacks, and spoofs, oh my",
        JOURNAL = IVC,
        VOLUME = "55, Part 1",
        YEAR = "2016",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223363"}

@article{bb228373,
        AUTHOR = "Boulkenafet, Z. and Komulainen, J. and Hadid, A.",
        TITLE = "Face Antispoofing Using Speeded-Up Robust Features and Fisher Vector
Encoding",
        JOURNAL = SPLetters,
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        NUMBER = "2",
        MONTH = "February",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223364"}

@article{bb228374,
        AUTHOR = "Ramachandra, R. and Busch, C.",
        TITLE = "Presentation Attack Detection Methods for Face Recognition Systems:
A Comprehensive Survey",
        JOURNAL = Surveys,
        VOLUME = "50",
        YEAR = "2017",
        NUMBER = "1",
        MONTH = "April",
        PAGES = "Article No 8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223365"}

@inproceedings{bb228375,
        AUTHOR = "Raghavendra, R. and Raja, K.B. and Marcel, S. and Busch, C.",
        TITLE = "Face presentation attack detection across spectrum using
time-frequency descriptors of maximal response in Laplacian
scale-space",
        BOOKTITLE = IPTA16,
        YEAR = "2016",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223366"}

@article{bb228376,
        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",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "15-26",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223367"}

@article{bb228377,
        AUTHOR = "Alotaibi, A. and Mahmood, A.",
        TITLE = "Deep face liveness detection based on nonlinear diffusion using
convolution neural network",
        JOURNAL = SIViP,
        VOLUME = "11",
        YEAR = "2017",
        NUMBER = "4",
        MONTH = "May",
        PAGES = "713-720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223368"}

@article{bb228378,
        AUTHOR = "Sepas Moghaddam, A. and Malhadas, L. and Correia, P.L. and Pereira, F.M.",
        TITLE = "Face spoofing detection using a light field imaging framework",
        JOURNAL = IET-Bio,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "39-48",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223369"}

@article{bb228379,
        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#TT223370"}

@inproceedings{bb228380,
        AUTHOR = "Hadid, A.",
        TITLE = "Face Biometrics Under Spoofing Attacks: Vulnerabilities,
Countermeasures, Open Issues, and Research Directions",
        BOOKTITLE = Biometrics14,
        YEAR = "2014",
        PAGES = "113-118",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223371"}

@article{bb228381,
        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#TT223372"}

@article{bb228382,
        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",
        PAGES = "27-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223373"}

@inproceedings{bb228383,
        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#TT223374"}

@article{bb228384,
        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,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "56-62",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223375"}

@inproceedings{bb228385,
        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
neural network",
        BOOKTITLE = IPTA16,
        YEAR = "2016",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223376"}

@article{bb228386,
        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#TT223377"}

@article{bb228387,
        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#TT223378"}

@article{bb228388,
        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#TT223379"}

@article{bb228389,
        AUTHOR = "Beham, M.P. and Roomi, S.M.M.",
        TITLE = "Anti-spoofing enabled face recognition based on aggregated local
weighted gradient orientation",
        JOURNAL = SIViP,
        VOLUME = "12",
        YEAR = "2018",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "531-538",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223380"}

@article{bb228390,
        AUTHOR = "Nordrum, A.",
        TITLE = "Forging voices and faces",
        JOURNAL = Spectrum,
        VOLUME = "55",
        YEAR = "2018",
        NUMBER = "5",
        MONTH = "May",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223381"}

@article{bb228391,
        AUTHOR = "Li, L. and Feng, X.Y. and Xia, Z.Q. and Jiang, X.Y. and Hadid, A.",
        TITLE = "Face spoofing detection with local binary pattern network",
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223382"}

@inproceedings{bb228392,
        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#TT223383"}

@article{bb228393,
        AUTHOR = "Gomez Barrero, M. and Rathgeb, C. and Scherhag, U. and Busch, C.",
        TITLE = "Predicting the vulnerability of biometric systems to attacks based on
morphed biometric information",
        JOURNAL = IET-Bio,
        VOLUME = "7",
        YEAR = "2018",
        NUMBER = "4",
        MONTH = "July",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223384"}

@article{bb228394,
        AUTHOR = "Hamdan, B. and Mokhtar, K.",
        TITLE = "A self-immune to 3D masks attacks face recognition system",
        JOURNAL = SIViP,
        VOLUME = "12",
        YEAR = "2018",
        NUMBER = "6",
        MONTH = "September",
        PAGES = "1053-1060",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223385"}

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        AUTHOR = "Boulkenafet, Z. and Komulainen, J. and Hadid, A.",
        TITLE = "On the generalization of color texture-based face anti-spoofing",
        JOURNAL = IVC,
        VOLUME = "77",
        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223386"}

@inproceedings{bb228396,
        AUTHOR = "Boulkenafet, Z. and Komulainen, J. and Hadid, A.",
        TITLE = "Face anti-spoofing based on color texture analysis",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "2636-2640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223387"}

@article{bb228397,
        AUTHOR = "Chen, Q. and Sang, L.",
        TITLE = "Face-mask recognition for fraud prevention using Gaussian mixture
model",
        JOURNAL = JVCIR,
        VOLUME = "55",
        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223388"}

@article{bb228398,
        AUTHOR = "Song, X. and Zhao, X. and Fang, L.J. and Lin, T.",
        TITLE = "Discriminative representation combinations for accurate face spoofing
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        AUTHOR = "Ur Rehman, Y.A. and Po, L.M. and Liu, M.Y. and Zou, Z. and Ou, W.F. and Zhao, Y.",
        TITLE = "Face liveness detection using convolutional-features fusion of real
and deep network generated face images",
        JOURNAL = JVCIR,
        VOLUME = "59",
        YEAR = "2019",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/people935lf1.html#TT223390"}

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