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TITLE = "Robust face anti-spoofing with Dual Probabilistic Modeling",
JOURNAL = PR,
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TITLE = "Reliable and Balanced Transfer Learning for Generalized Multimodal
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JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "9",
MONTH = "September",
PAGES = "7608-7625",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290932"}
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TITLE = "Suppress and Rebalance: Towards Generalized Multi-Modal Face
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BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "211-221",
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TITLE = "Multi-Modal Face Anti-Spoofing Based on Central Difference Networks",
BOOKTITLE = WMF20,
YEAR = "2020",
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TITLE = "A Dataset and Benchmark for Large-Scale Multi-Modal Face Anti-Spoofing",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "919-928",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290935"}
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TITLE = "Searching Central Difference Convolutional Networks for Face
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BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "5294-5304",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290936"}
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AUTHOR = "Singh, R.P. and Dash, R. and Mohapatra, R.K.",
TITLE = "Unveiling explainability in face anti-spoofing: Hybrid feature
extraction with XAI-guided feature aggregation",
JOURNAL = PR,
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YEAR = "2026",
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AUTHOR = "Sun, R. and Wang, F. and Yu, X.L. and Gao, X.J. and Zhang, X.D.",
TITLE = "Robust multimodal face anti-spoofing via frequency-domain feature
refinement and aggregation",
JOURNAL = PRL,
VOLUME = "197",
YEAR = "2025",
PAGES = "31-36",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290938"}
@article{bb296308,
AUTHOR = "Leyva, R. and Gregory, E. and Maple, C.",
TITLE = "Attack Vectors for Face Recognition Systems: A Comprehensive Review",
JOURNAL = Surveys,
VOLUME = "58",
YEAR = "2025",
NUMBER = "1",
MONTH = "September",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290939"}
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AUTHOR = "Cai, R. and Cui, Y.W. and Yu, Z.T. and Lin, X. and Chen, C.S. and Kot, A.",
TITLE = "Rehearsal-Free and Efficient Continual Learning for Cross-Domain Face
Anti-Spoofing",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
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MONTH = "December",
PAGES = "11348-11365",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290940"}
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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#TT290941"}
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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#TT290942"}
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TITLE = "Optimal Transport-Guided Source-Free Adaptation for Face
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BOOKTITLE = CVPR25,
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AUTHOR = "Cao, J. and Ma, C.",
TITLE = "Towards Generalized Face Anti-Spoofing from a Frequency Shortcut View",
BOOKTITLE = WACV25,
YEAR = "2025",
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BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290944"}
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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,
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PAGES = "8937-8946",
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AUTHOR = "Ko, N. and Jeong, Y. and Ye, J.C.",
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BOOKTITLE = WACV25,
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PAGES = "1850-1860",
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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#TT290947"}
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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",
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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,
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PAGES = "3827-3836",
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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,
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PAGES = "1510-1518",
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AUTHOR = "Kim, H. and Lee, J. and Jeong, Y. and Jang, H. and Yoo, Y.",
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Insights, Design, and Metrics",
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BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290951"}
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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",
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PAGES = "919-929",
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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
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BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "277-286",
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AUTHOR = "Liu, A. and Xue, S. and Gan, J.W. and Wan, J. and Liang, Y.Y. and Deng, J.K. and Escalera, S. and Lei, Z.",
TITLE = "CFPL-FAS: Class Free Prompt Learning for Generalizable Face
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BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "222-232",
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AUTHOR = "Le, B.M. and Woo, S.S.",
TITLE = "Gradient Alignment for Cross-Domain Face Anti-Spoofing",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "188-199",
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AUTHOR = "Song, C. and Hong, Y. and Lan, J. and Zhu, H. 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#TT290957"}
@inproceedings{bb296327,
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#TT290958"}
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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",
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PAGES = "995-1004",
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@inproceedings{bb296329,
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#TT290960"}
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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#TT290961"}
@inproceedings{bb296331,
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#TT290962"}
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AUTHOR = "Hu, C.Y. and Zhang, K.Y. and Yao, T.P. and Ding, S.H. and Ma, L.Z.",
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Prototype-Guided Distribution Refinement in Hyperbolic Space",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "1032-1041",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290963"}
@inproceedings{bb296333,
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#TT290964"}
@inproceedings{bb296334,
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#TT290965"}
@inproceedings{bb296335,
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#TT290966"}
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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#TT290967"}
@inproceedings{bb296337,
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",
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@inproceedings{bb296338,
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#TT290969"}
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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#TT290970"}
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AUTHOR = "Huang, P.K. and Chiang, C.H. and Chong, J.X. and Chen, T.H. and Ni, H.Y. and Hsu, C.T.",
TITLE = "LDCformer: Incorporating Learnable Descriptive Convolution to Vision
Transformer for Face Anti-Spoofing",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "121-125",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290971"}
@inproceedings{bb296341,
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#TT290972"}
@inproceedings{bb296342,
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#TT290973"}
@inproceedings{bb296343,
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",
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YEAR = "2023",
PAGES = "6346-6351",
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@inproceedings{bb296344,
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",
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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",
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@inproceedings{bb296346,
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",
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@inproceedings{bb296347,
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#TT290978"}
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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#TT290979"}
@inproceedings{bb296349,
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#TT290980"}
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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
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BOOKTITLE = Biometrics23,
YEAR = "2023",
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AUTHOR = "Liu, A. and Tan, Z.C. and Liang, Y.Y. and Wan, J.",
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BOOKTITLE = ChaLearnFAS23,
YEAR = "2023",
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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",
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@inproceedings{bb296353,
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",
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BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290984"}
@inproceedings{bb296354,
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",
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@inproceedings{bb296355,
AUTHOR = "Chuang, C.C. and Wang, C.Y. and Lai, S.H.",
TITLE = "Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side
Meta Triplet Loss",
BOOKTITLE = FG23,
YEAR = "2023",
PAGES = "1-8",
BIBSOURCE = "http://www.visionbib.com/bibliography/people935spf2.html#TT290986"}
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BOOKTITLE = ICIP22,
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YEAR = "2022",
PAGES = "V:335-356",
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AUTHOR = "Wang, C.Y. and Lu, Y.D. and Yang, S.T. and Lai, S.H.",
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AUTHOR = "Belli, D. and Das, D. and Major, B. and Porikli, F.M.",
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BOOKTITLE = BioAttack22,
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@inproceedings{bb296367,
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AUTHOR = "Wang, Y.C. and Wang, C.Y. and Lai, S.H.",
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AUTHOR = "Kaichi, T. and Ozasa, Y.",
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Intra-Sample Distribution",
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AUTHOR = "Hossain, M.S. and Rupty, L. and Roy, K. and Hasan, M. and Sengupta, S. and Mohammed, N.",
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