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        AUTHOR = "Liu, X.L. and Shen, F. and Zhao, J. and Nie, C.H.",
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        YEAR = "2023",
        PAGES = "6352-6360",
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        TITLE = "Difffas: Face Anti-spoofing via Generative Diffusion Models",
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@article{bb309715,
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        YEAR = "2026",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304307"}

@inproceedings{bb309751,
        AUTHOR = "Manasa and Patwardhan, S. and Kumar, P. and Ramachandra, R.",
        TITLE = "From Real Faces to XR Avatars: Evaluating Face Recognition
Vulnerability Through Avatar-Based Presentation Attacks",
        BOOKTITLE = FG26,
        YEAR = "2026",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304308"}

@inproceedings{bb309752,
        AUTHOR = "Ivanovska, M. and Todorov, L. and Damer, N. and Jain, D.K. and Peer, P. and Struc, V.",
        TITLE = "SelfMAD: Enhancing Generalization and Robustness in Morphing Attack
Detection via Self-Supervised Learning",
        BOOKTITLE = FG25,
        YEAR = "2025",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304309"}

@inproceedings{bb309753,
        AUTHOR = "Shekhawat, R. and Li, H.L. and Ramachandra, R. and Venkatesh, S.",
        TITLE = "Towards Zero-Shot Differential Morphing Attack Detection with
Multimodal Large Language Models",
        BOOKTITLE = FG25,
        YEAR = "2025",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304310"}

@inproceedings{bb309754,
        AUTHOR = "Piland, J. and Sweet, C. and Czajka, A.",
        TITLE = "Multi-Level Statistical Model Guidance Improves Generalization for
Biometric Synthetic Face Detection",
        BOOKTITLE = ICIP25,
        YEAR = "2025",
        PAGES = "2031-2036",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304311"}

@inproceedings{bb309755,
        AUTHOR = "Guo, J. and Du, Z.P. and Deng, J.K.",
        TITLE = "Unifying and Conquering Adversarial Attacks against Deep Face
Recognition",
        BOOKTITLE = FG25,
        YEAR = "2025",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304312"}

@inproceedings{bb309756,
        AUTHOR = "Liu, C. and Zhang, Y.T. and Yin, Y. and Fu, Y.",
        TITLE = "Towards Open-set Face Anti-spoofing with Unseen Attack Synthesis",
        BOOKTITLE = FG25,
        YEAR = "2025",
        PAGES = "1-9",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304313"}

@inproceedings{bb309757,
        AUTHOR = "Feng, M. and Ito, K. and Aoki, T. and Ohki, T. and Nishigaki, M.",
        TITLE = "Leveraging Intermediate Features of Vision Transformer for Face
Anti-Spoofing",
        BOOKTITLE = WiCV25,
        YEAR = "2025",
        PAGES = "3464-3472",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304314"}

@inproceedings{bb309758,
        AUTHOR = "Zhou, F.F. and Yin, B.J. and Ling, H. and Zhou, Q.Y. and Wang, W.X.",
        TITLE = "Improving the Transferability of Adversarial Attacks on Face
Recognition with Diverse Parameters Augmentation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "3516-3527",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304315"}

@inproceedings{bb309759,
        AUTHOR = "Wang, G. and Lin, F. and Wu, T. and Liu, Z.G. and Ba, Z.J. and Ren, K.",
        TITLE = "FSFM: A Generalizable Face Security Foundation Model via
Self-Supervised Facial Representation Learning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "24364-24376",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304316"}

@inproceedings{bb309760,
        AUTHOR = "Li, Z. and Zhao, T.C. and Xu, X. and Zhang, Z. and Li, Z.H. and Chen, X. and Zhang, Q. and Bergamo, A. and Jain, A.K. and Xing, Y.F.",
        TITLE = "Optimal Transport-Guided Source-Free Adaptation for Face
Anti-Spoofing",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "24351-24363",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304317"}

@inproceedings{bb309761,
        AUTHOR = "Cao, J. and Ma, C.",
        TITLE = "Towards Generalized Face Anti-Spoofing from a Frequency Shortcut View",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "1005-1015",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304318"}

@inproceedings{bb309762,
        AUTHOR = "Lee, G. and Jeong, Y. and Jang, H. and Yoo, Y.J.",
        TITLE = "Domain-Generalized Object Anti-Spoofing: Bridging Gaps and Patch
Selection for Robust Detection Across Domains",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "8937-8946",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304319"}

@inproceedings{bb309763,
        AUTHOR = "Ko, N. and Jeong, Y. and Ye, J.C.",
        TITLE = "Text-to-Image Synthesis for Domain Generalization in Face
Anti-Spoofing",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "1850-1860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304320"}

@inproceedings{bb309764,
        AUTHOR = "Zheng, G.H. and Liu, Y.C. and Dai, W.R. and Li, C.L. and Zou, J. and Xiong, H.K.",
        TITLE = "Towards Unified Representation of Invariant-specific Features in
Missing Modality Face Anti-spoofing",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXII: 93-110",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304321"}

@inproceedings{bb309765,
        AUTHOR = "Wang, X.D. and Zhang, K.Y. and Yao, T.P. and Zhou, Q.Y. and Ding, S.H. and Dai, P.Y. and Ji, R.R.",
        TITLE = "TF-FAS: Twofold-element Fine-grained Semantic Guidance for
Generalizable Face Anti-spoofing",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "VII: 148-168",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304322"}

@inproceedings{bb309766,
        AUTHOR = "Panzino, A. and Cava, S.M.L. and Orru, G. and Marcialis, G.L.",
        TITLE = "Evaluating the Integration of Morph Attack Detection in Automated
Face Recognition Systems",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3827-3836",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304323"}

@inproceedings{bb309767,
        AUTHOR = "Zhang, H.Y. and Ramachandra, R. and Raja, K. and Busch, C.",
        TITLE = "Generalized Single-Image-Based Morphing Attack Detection Using Deep
Representations from Vision Transformer",
        BOOKTITLE = Biometrics24,
        YEAR = "2024",
        PAGES = "1510-1518",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304324"}

@inproceedings{bb309768,
        AUTHOR = "Kim, H. and Lee, J. and Jeong, Y. and Jang, H. and Yoo, Y.",
        TITLE = "Advancing Cross-Domain Generalizability in Face Anti-Spoofing:
Insights, Design, and Metrics",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "970-979",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304325"}

@inproceedings{bb309769,
        AUTHOR = "Yu, J. and Lu, D. and Shi, X.Y. and Qu, C. and Guo, F.J.",
        TITLE = "Unified Face Attack Detection with Micro Disturbance and a Two-Stage
Training Strategy",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "960-969",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304326"}

@inproceedings{bb309770,
        AUTHOR = "Huang, P.K. and Chiang, C.H. and Chen, T.H. and Chong, J.X. and Liu, T.L. and Hsu, C.T.",
        TITLE = "One-Class Face Anti-Spoofing via Spoof Cue Map-Guided Feature
Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "277-286",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304327"}

@inproceedings{bb309771,
        AUTHOR = "Le, B.M. and Woo, S.S.",
        TITLE = "Gradient Alignment for Cross-Domain Face Anti-Spoofing",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "188-199",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304328"}

@inproceedings{bb309772,
        AUTHOR = "Song, C. and Hong, Y. and Lan, J. and Zhu, H.J. and Wang, W.Q. and Zhang, J.",
        TITLE = "Supervised Contrastive Learning for Snapshot Spectral Imaging Face
Anti-Spoofing",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "980-985",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304329"}

@inproceedings{bb309773,
        AUTHOR = "Huang, M.Z. and Nie, C.W. and Zhong, W.H.",
        TITLE = "A visualization method for data domain changes in CNN networks and
the optimization method for selecting thresholds in classification
tasks",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "986-994",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304330"}

@inproceedings{bb309774,
        AUTHOR = "He, X.H. and Liang, D. and Yang, S. and Hao, Z.L. and Ma, H. and Mao, B. and Li, X. and Wang, Y. and Yan, P.F. and Liu, A.",
        TITLE = "Joint Physical-Digital Facial Attack Detection Via Simulating
Spoofing Clues",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "995-1004",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304331"}

@inproceedings{bb309775,
        AUTHOR = "Li, H. and Xu, Y.W. and Zou, Z.F. and He, Z.X.",
        TITLE = "Snapshot Spectral Imaging for Face Anti-Spoofing: Addressing Data
Challenges with Advanced Processing and Training",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "1005-1012",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304332"}

@inproceedings{bb309776,
        AUTHOR = "Nathan, S. and Beham, M.P. and Nagaraj, A. and Roomi, S.M.M.",
        TITLE = "Multiattention-Net: A Novel Approach to Face Anti-Spoofing with
Modified Squeezed Residual Blocks",
        BOOKTITLE = FAS24,
        YEAR = "2024",
        PAGES = "1013-1020",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304333"}

@inproceedings{bb309777,
        AUTHOR = "Liang, Y.C. and Qiu, M.X. and Lai, S.H.",
        TITLE = "FIQA-FAS: Face Image Quality Assessment Based Face Anti-Spoofing",
        BOOKTITLE = Biometrics24,
        YEAR = "2024",
        PAGES = "1462-1470",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304334"}

@inproceedings{bb309778,
        AUTHOR = "Hu, C.Y. and Zhang, K.Y. and Yao, T.P. and Ding, S.H. and Ma, L.Z.",
        TITLE = "Rethinking Generalizable Face Anti-Spoofing via Hierarchical
Prototype-Guided Distribution Refinement in Hyperbolic Space",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "1032-1041",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304335"}

@inproceedings{bb309779,
        AUTHOR = "Narayan, K. and Patel, V.M.",
        TITLE = "Hyp-OC: Hyperbolic One Class Classification for Face Anti-Spoofing",
        BOOKTITLE = FG24,
        YEAR = "2024",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304336"}

@inproceedings{bb309780,
        AUTHOR = "Liu, Y. and Li, Z. and Li, S.Y. and Wang, Z. and Wu, L.F.",
        TITLE = "Face Anti-Spoofing via Interaction Learning with Face Image Quality
Alignment",
        BOOKTITLE = FG24,
        YEAR = "2024",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304337"}

@inproceedings{bb309781,
        AUTHOR = "Fang, M.L. and Damer, N.",
        TITLE = "Face Presentation Attack Detection by Excavating Causal Clues and
Adapting Embedding Statistics",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "6257-6267",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304338"}

@inproceedings{bb309782,
        AUTHOR = "Kittur, P. and Pasha, A. and Joshi, S. and Kulkarni, V.",
        TITLE = "A Review on Anti-Spoofing: Face Manipulation and Liveness Detection",
        BOOKTITLE = ICCVMI23,
        YEAR = "2023",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304339"}

@inproceedings{bb309783,
        AUTHOR = "Liu, Y.C. and Chen, Y. and Gou, M.R. and Huang, C.T. and Wang, Y.M. and Dai, W.R. and Xiong, H.K.",
        TITLE = "Towards Unsupervised Domain Generalization for Face Anti-Spoofing",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "20597-20607",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304340"}

@inproceedings{bb309784,
        AUTHOR = "Srivatsan, K. and Naseer, M. and Nandakumar, K.",
        TITLE = "FLIP: Cross-domain Face Anti-spoofing with Language Guidance",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "19628-19639",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304341"}

@inproceedings{bb309785,
        AUTHOR = "Cai, R. and Cui, Y.W. and Li, Z. and Yu, Z.T. and Li, H.L. and Hu, Y.J. and Kot, A.",
        TITLE = "Rehearsal-Free Domain Continual Face Anti-Spoofing:
Generalize More and Forget Less",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "8003-8014",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304342"}

@inproceedings{bb309786,
        AUTHOR = "Hong, Z.W. and Lin, Y.C. and Liu, H.T. and Yeh, Y.R. and Chen, C.S.",
        TITLE = "Domain-Generalized Face Anti-Spoofing with Unknown Attacks",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "820-824",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304343"}

@inproceedings{bb309787,
        AUTHOR = "Lee, Y. and Kwak, Y. and Shin, J.H.",
        TITLE = "Robust Face Anti-Spoofing Framework with Convolutional Vision
Transformer",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "1015-1019",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304344"}

@inproceedings{bb309788,
        AUTHOR = "Yu, Z.T. and Liu, A. and Zhao, C.X. and Cheng, K.H.M. and Cheng, X. and Zhao, G.Y.",
        TITLE = "Flexible-Modal Face Anti-Spoofing: A Benchmark",
        BOOKTITLE = ChaLearnFAS23,
        YEAR = "2023",
        PAGES = "6346-6351",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304345"}

@inproceedings{bb309789,
        AUTHOR = "Wang, K. and Huang, M. and Zhang, G.S. and Yue, H.X. and Zhang, G. and Qiao, Y.",
        TITLE = "Dynamic Feature Queue for Surveillance Face Anti-spoofing via
Progressive Training",
        BOOKTITLE = ChaLearnFAS23,
        YEAR = "2023",
        PAGES = "6372-6379",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304346"}

@inproceedings{bb309790,
        AUTHOR = "Wang, D. and Guo, J. and Shao, Q.Q. and He, H. and Chen, Z. and Xiao, C. and Liu, A. and Escalera, S. and Escalante, H.J. and Lei, Z. and Wan, J. and Deng, J.K.",
        TITLE = "Wild Face Anti-Spoofing Challenge 2023: Benchmark and Results",
        BOOKTITLE = ChaLearnFAS23,
        YEAR = "2023",
        PAGES = "6380-6391",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304347"}

@inproceedings{bb309791,
        AUTHOR = "Martinez Diaz, Y. and Mendez Vazquez, H. and Luevano, L.S. and Gonzalez Mendoza, M.",
        TITLE = "Exploring the Effectiveness of Lightweight Architectures for Face
Anti-Spoofing",
        BOOKTITLE = ChaLearnFAS23,
        YEAR = "2023",
        PAGES = "6392-6402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304348"}

@inproceedings{bb309792,
        AUTHOR = "Zeng, D.H. and Gao, L. and Fang, H. and Xiang, G.H. and Feng, Y. and Lu, Q.",
        TITLE = "Bandpass Filter Based Dual-stream Network for Face Anti-spoofing",
        BOOKTITLE = ChaLearnFAS23,
        YEAR = "2023",
        PAGES = "6403-6410",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304349"}

@inproceedings{bb309793,
        AUTHOR = "Chang, C.J. and Lee, Y.C. and Yao, S.H. and Chen, M.H. and Wang, C.Y. and Lai, S.H. and Chen, T.P.C.",
        TITLE = "A Closer Look at Geometric Temporal Dynamics for Face Anti-Spoofing",
        BOOKTITLE = Biometrics23,
        YEAR = "2023",
        PAGES = "1081-1091",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304350"}

@inproceedings{bb309794,
        AUTHOR = "Fang, M.L. and Huber, M. and Damer, N.",
        TITLE = "SynthASpoof: Developing Face Presentation Attack Detection Based on
Privacy-friendly Synthetic Data",
        BOOKTITLE = Biometrics23,
        YEAR = "2023",
        PAGES = "1061-1070",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304351"}

@inproceedings{bb309795,
        AUTHOR = "Yang, S.L. and Wang, W. and Xu, C.Y. and He, Z.W. and Peng, B. and Dong, J.",
        TITLE = "Exposing Fine-Grained Adversarial Vulnerability of Face Anti-Spoofing
Models",
        BOOKTITLE = Biometrics23,
        YEAR = "2023",
        PAGES = "1001-1010",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304352"}

@inproceedings{bb309796,
        AUTHOR = "Liu, A. and Tan, Z.C. and Liang, Y.Y. and Wan, J.",
        TITLE = "Attack-Agnostic Deep Face Anti-Spoofing",
        BOOKTITLE = ChaLearnFAS23,
        YEAR = "2023",
        PAGES = "6336-6345",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304353"}

@inproceedings{bb309797,
        AUTHOR = "Sun, Y.Y. and Liu, Y.J. and Liu, X.M. and Li, Y.X. and Chu, W.S.",
        TITLE = "Rethinking Domain Generalization for Face Anti-spoofing: Separability
and Alignment",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "24563-24574",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304354"}

@inproceedings{bb309798,
        AUTHOR = "Zhou, Q.Y. and Zhang, K.Y. and Yao, T.P. and Lu, X.Q. and Ding, S.H. and Ma, L.Z.",
        TITLE = "Test-Time Domain Generalization for Face Anti-Spoofing",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "175-187",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304355"}

@inproceedings{bb309799,
        AUTHOR = "Zhou, Q.Y. and Zhang, K.Y. and Yao, T.P. and Lu, X.Q. and Yi, R. and Ding, S.H. and Ma, L.Z.",
        TITLE = "Instance-Aware Domain Generalization for Face Anti-Spoofing",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "20453-20463",
        BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT304356"}

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