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        TITLE = "Multiscale Spatial Frequency-Aware Transformer and Saturation
Analysis for Universal Deepfake Detection",
        JOURNAL = Cyber,
        VOLUME = "56",
        YEAR = "2026",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "4887-4899",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110136"}

@article{bb113501,
        AUTHOR = "Song, W.C. and Li, Q. and Guo, S. and Gao, M.L.",
        TITLE = "Towards generalizable and robust deepfake video detection via feature
reconstruction and sequential temporal network",
        JOURNAL = IVC,
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        YEAR = "2026",
        PAGES = "106142",
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@inproceedings{bb113502,
        AUTHOR = "Yermakov, A. and Cech, J. and Matas, J. and Fritz, M.",
        TITLE = "Deepfake Detection that Generalizes Across Benchmarks",
        BOOKTITLE = WACV26,
        YEAR = "2026",
        PAGES = "773-783",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110138"}

@inproceedings{bb113503,
        AUTHOR = "Hondru, V. and Hogea, E. and Onchis, D. and Ionescu, R.T.",
        TITLE = "ExDDV: A New Dataset for Explainable Deepfake Detection in Video",
        BOOKTITLE = WACV26,
        YEAR = "2026",
        PAGES = "4273-4284",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110139"}

@inproceedings{bb113504,
        AUTHOR = "Shen, G.Y. and Li, Z.H. and Xu, X. and Zhao, T.C. and Zhang, Z. and An, D.S. and Tu, Z.W. and Xing, Y.F. and Zhang, Q.",
        TITLE = "AuthGuard: Generalizable Deepfake Detection via Language Guidance",
        BOOKTITLE = WACV26,
        YEAR = "2026",
        PAGES = "6215-6225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110140"}

@inproceedings{bb113505,
        AUTHOR = "Tukkani, S.R. and Bharati, A.",
        TITLE = "Shades of Generalization: Diversity Aware Open Set Deepfake Detection",
        BOOKTITLE = FG26,
        YEAR = "2026",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110141"}

@inproceedings{bb113506,
        AUTHOR = "Patel, M. and Rattani, A.",
        TITLE = "DF-OOD: Real-Only Deepfake Detection via Confidence Dynamics under
Perturbations",
        BOOKTITLE = FG26,
        YEAR = "2026",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110142"}

@inproceedings{bb113507,
        AUTHOR = "Badr, N.E.A. and Liang, X. and Nebel, J.C. and Greenhil, D.",
        TITLE = "FRLD-DF: Frequency Ring-Guided LoRA Adaptation of DINOv2 Vision
Transformer for Generalizable Deepfake Detection",
        BOOKTITLE = FG26,
        YEAR = "2026",
        PAGES = "1-11",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110143"}

@article{bb113508,
        AUTHOR = "Bui, N. and Nguyen, H. and Phan, K. and Ngo, N. and Tran, A. and Nguyen, T. and Nguyen, H. and Doan, T. and Nguyen, H.D. and Le, T.",
        TITLE = "Beyond detection: A survey on proactive disruption and defense
strategies for deepfake face generation",
        JOURNAL = CVIU,
        VOLUME = "271",
        YEAR = "2026",
        PAGES = "104867",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110144"}

@article{bb113509,
        AUTHOR = "Alhalawani, N. and Cirillo, L. and Amerini, I.",
        TITLE = "A comprehensive evaluation framework and efficient regularization
strategy for adversarial robustness of deepfake detectors under
closed and open set scenarios",
        JOURNAL = CVIU,
        VOLUME = "271",
        YEAR = "2026",
        PAGES = "104899",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110145"}

@article{bb113510,
        AUTHOR = "Ye, X.Y. and Huang, H. and Zhou, X.Y. and Wang, Y.T. and Ma, K.K.",
        TITLE = "CMUA++: A cross-model universal active defense framework for
combating deepfake",
        JOURNAL = PR,
        VOLUME = "180",
        YEAR = "2026",
        PAGES = "114364",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110146"}

@article{bb113511,
        AUTHOR = "Wu, X.S. and Liao, X.",
        TITLE = "Local Conditional Watermarking for Geometrically Robust Deepfake
Proactive Forensics",
        JOURNAL = SPLetters,
        VOLUME = "33",
        YEAR = "2026",
        PAGES = "3761-3765",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110147"}

@article{bb113512,
        AUTHOR = "Liu, X.L. and Yu, Y. and Li, X.L. and Zhao, G.Z. and Zhao, Y.",
        TITLE = "AVIR: Audio-Visual Information Refinement for Robust Multimodal
Deepfake Detection",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "13922-13931",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110148"}

@article{bb113513,
        AUTHOR = "He, Z.Y. and Guo, Z.Q. and Wang, L. and Tao, X.M. and Liao, X.",
        TITLE = "One-Identity-One-Key: Region-Aware Watermark for Proactive Deepfake
Detection and Robust Source Tracing",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "14007-14020",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110149"}

@article{bb113514,
        AUTHOR = "Deng, Z.R. and Yan, J.J. and Yang, R. and Liu, S.",
        TITLE = "S2LoRA: Subspace-constrained low-rank adaptation for deepfake
detection",
        JOURNAL = PRL,
        VOLUME = "208",
        YEAR = "2026",
        PAGES = "198-202",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110150"}

@article{bb113515,
        AUTHOR = "Harsora, R.V. and Vaghela, K. and Diwan, A.",
        TITLE = "An optimized dual-stream framework for deepfake detection using
advanced detection and classification architectures",
        JOURNAL = SP:IC,
        VOLUME = "148",
        YEAR = "2026",
        PAGES = "117642",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110151"}

@article{bb113516,
        AUTHOR = "Chen, K. and Wang, Q.M. and Qin, Z. and Wang, Y. and Hu, S.Z.",
        TITLE = "SpongeNet: Preserving forgery traces by knowledge sponge with binary
information bottleneck for deepfake detection",
        JOURNAL = PR,
        VOLUME = "182",
        YEAR = "2027",
        PAGES = "114601",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110152"}

@article{bb113517,
        AUTHOR = "Zhao, Y.Y. and Jiang, Q. and Huang, H.Y. and Tang, L. and Miao, S. and Jin, X.",
        TITLE = "Contourlet-Mamba: Towards generalizable deepfake detection via
multi-directional frequency fusion and long-range spatial modeling",
        JOURNAL = PR,
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        YEAR = "2027",
        PAGES = "114614",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110153"}

@article{bb113518,
        AUTHOR = "Li, Z. and Lu, C.X. and Akhtar, Z. and Qiao, T.",
        TITLE = "Unsupervised Deepfake Detection via Camera Source Clustering and
Temporal-Spatial Features",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "8093-8108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110154"}

@article{bb113519,
        AUTHOR = "Croitoru, F.A. and Hiji, A. and Hondru, V. and Ristea, N.C. and Irofti, P. and Popescu, M. and Rusu, C. and Ionescu, R. and Khan, F. and Shah, M.",
        TITLE = "Deepfake Media Generation and Detection in the Generative AI Era:
A Survey and Outlook",
        JOURNAL = Surveys,
        VOLUME = "58",
        YEAR = "2026",
        NUMBER = "15",
        MONTH = "August",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110155"}

@article{bb113520,
        AUTHOR = "Wang, Q.Z. and Zhu, J. and Leckie, C. and Pang, G.S.",
        TITLE = "Deepfake Detection and Mitigation in the Era of Generative AI",
        JOURNAL = IEEE_Int_Sys,
        VOLUME = "41",
        YEAR = "2026",
        NUMBER = "5",
        MONTH = "September",
        PAGES = "42-46",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110156"}

@article{bb113521,
        AUTHOR = "Fernando, T. and Fookes, C. and Sridharan, S.",
        TITLE = "DeepForgeSeal: Latent Space-Driven Semi-Fragile Watermarking for
Deepfake Detection Using Adversarial Reinforcement Learning",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "15067-15078",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110157"}

@inproceedings{bb113522,
        AUTHOR = "Qiu, M.X. and Chuang, K.W. and Lai, S.H.",
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Weighted-Adaptive Aggregator for Deepfake Detection",
        BOOKTITLE = FG26,
        YEAR = "2026",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110158"}

@inproceedings{bb113523,
        AUTHOR = "Zhou, X. and Deng, Z.Y. and Zhou, S. and Zhao, Q.J. and Qiao, L.",
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Disentanglement Learning",
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@inproceedings{bb113524,
        AUTHOR = "Xu, Y. and Terhorst, P. and Pedersen, M. and Raja, K.",
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        BOOKTITLE = FG25,
        YEAR = "2025",
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@inproceedings{bb113525,
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        TITLE = "Robust Deepfake Detection for Electronic Know Your Customer Systems
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@inproceedings{bb113526,
        AUTHOR = "Lo, S.T. and Huang, T.M. and Han, Y.H. and Hua, K.L. and Chen, J.C.",
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@inproceedings{bb113527,
        AUTHOR = "Lu, Y.Z. and Wang, W. and Chen, X.W. and Wang, F.Y. and Wang, S. and Chen, J.W.",
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Cross Modal Feature Fusion in DeepFake Detection",
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@inproceedings{bb113528,
        AUTHOR = "Yang, F. and Zhen, R. and Wang, J.N. and Zhang, Y.H. and Chen, H.X. and Lu, H.N. and Zhao, S.C. and Ding, G.",
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@inproceedings{bb113529,
        AUTHOR = "Sushko, P. and Bharadwaj, A. and Lim, Z.Y. and Ilin, V. and Caffee, B. and Chen, D.P. and Salehi, M. and Hsieh, C.Y. and Krishna, R.",
        TITLE = "RealEdit: Reddit Edits As a Large-scale Empirical Dataset for Image
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@inproceedings{bb113530,
        AUTHOR = "Huang, Z.L. and Hu, J. and Li, X.T. and He, Y.W. and Zhao, X.Y. and Peng, B. and Wu, B.Y. and Huang, X.W. and Cheng, G.L.",
        TITLE = "SIDA: Social Media Image Deepfake Detection, Localization and
Explanation with Large Multimodal Model",
        BOOKTITLE = CVPR25,
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@inproceedings{bb113531,
        AUTHOR = "Cheng, S.Y. and Lyu, L.J. and Wang, Z. and Zhang, X.Y. and Sehwag, V.",
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@inproceedings{bb113532,
        AUTHOR = "Yuan, S.W. and Dong, J.Y. and Li, Y.Z.",
        TITLE = "Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted",
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@inproceedings{bb113533,
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@inproceedings{bb113536,
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@inproceedings{bb113537,
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@inproceedings{bb113538,
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@inproceedings{bb113541,
        AUTHOR = "Lin, Y.Z. and Song, W. and Li, B. and Li, Y.Z. and Ni, J.Q. and Chen, H. and Li, Q.S.",
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        PAGES = "LXXXVI: 104-122",
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@inproceedings{bb113542,
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@inproceedings{bb113544,
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@inproceedings{bb113546,
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@inproceedings{bb113550,
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@inproceedings{bb113552,
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@inproceedings{bb113553,
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@inproceedings{bb113554,
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        TITLE = "Rethinking the Up-Sampling Operations in CNN-Based Generative Network
for Generalizable Deepfake Detection",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "28130-28139",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110191"}

@inproceedings{bb113556,
        AUTHOR = "Lanzino, R. and Fontana, F. and Diko, A. and Marini, M.R. and Cinque, L.",
        TITLE = "Faster Than Lies: Real-time Deepfake Detection using Binary Neural
Networks",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3771-3780",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110192"}

@inproceedings{bb113557,
        AUTHOR = "Chandra, K.A. and Aashutosh, A.V. and Das, S. and Das, A.",
        TITLE = "Latent Flow Diffusion for Deepfake Video Generation",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3781-3790",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110193"}

@inproceedings{bb113558,
        AUTHOR = "Agarwal, A. and Ratha, N.",
        TITLE = "Deepfake Catcher: Can a Simple Fusion be Effective and Outperform
Complex DNNs?",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3791-3801",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110194"}

@inproceedings{bb113559,
        AUTHOR = "Frick, R.A. and Steinebach, M.",
        TITLE = "DiffSeg: Towards Detecting Diffusion-Based Inpainting Attacks Using
Multi-Feature Segmentation",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3802-3808",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110195"}

@inproceedings{bb113560,
        AUTHOR = "Pellcier, A.L. and Li, Y. and Angelov, P.",
        TITLE = "PUDD: Towards Robust Multi-modal Prototype-based Deepfake Detection",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3809-3817",
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@inproceedings{bb113561,
        AUTHOR = "Ciamarra, A. and Caldelli, R. and Bimbo, A.D.",
        TITLE = "Temporal surface frame anomalies for deepfake video detection",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3837-3844",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110197"}

@inproceedings{bb113562,
        AUTHOR = "Li, Y.H. and Bammey, Q. and Gardella, M. and Nikoukhah, T. and Morel, J.M. and Colom, M. and von Gioi, R.G.",
        TITLE = "MaskSim: Detection of synthetic images by masked spectrum similarity
analysis",
        BOOKTITLE = DFAD24,
        YEAR = "2024",
        PAGES = "3855-3865",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110198"}

@inproceedings{bb113563,
        AUTHOR = "Azizpour, A. and Nguyen, T.D. and Shrestha, M. and Xu, K.D. and Kim, E. and Stamm, M.C.",
        TITLE = "E3: Ensemble of Expert Embedders for Adapting Synthetic Image
Detectors to New Generators Using Limited Data",
        BOOKTITLE = WMF24,
        YEAR = "2024",
        PAGES = "4334-4344",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110199"}

@inproceedings{bb113564,
        AUTHOR = "Choi, J.M. and Leung, J. and Frahm, N. and Christman, M. and Bertasius, G. and Sengupta, R.",
        TITLE = "Building Secure and Engaging Video Communication by Using Monitor
Illumination",
        BOOKTITLE = WMF24,
        YEAR = "2024",
        PAGES = "4377-4386",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110200"}

@inproceedings{bb113565,
        AUTHOR = "Tariq, R. and Heo, M.J. and Woo, S.S. and Tariq, S.",
        TITLE = "Beyond the Screen: Evaluating Deepfake Detectors under Moiré Pattern
Effects",
        BOOKTITLE = WMF24,
        YEAR = "2024",
        PAGES = "4429-4439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110201"}

@inproceedings{bb113566,
        AUTHOR = "Rana, M.S. and Nobi, M.N. and Sung, A.",
        TITLE = "DeepDistAL: Deepfake Dataset Distillation using Active Learning",
        BOOKTITLE = Distill24,
        YEAR = "2024",
        PAGES = "7723-7730",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110202"}

@inproceedings{bb113567,
        AUTHOR = "Yan, Z.Y. and Luo, Y.H. and Lyu, S.W. and Liu, Q.S. and Wu, B.Y.",
        TITLE = "Transcending Forgery Specificity with Latent Space Augmentation for
Generalizable Deepfake Detection",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "8984-8994",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110203"}

@inproceedings{bb113568,
        AUTHOR = "Agarwal, A. and Ratha, N.",
        TITLE = "Deepfake: Classifiers, Fairness, and Demographically Robust Algorithm",
        BOOKTITLE = FG24,
        YEAR = "2024",
        PAGES = "1-9",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110204"}

@inproceedings{bb113569,
        AUTHOR = "Kuckreja, K. and Hoque, X. and Poddar, N. and Reddy, S. and Dhall, A. and Das, A.",
        TITLE = "INDIFACE: Illuminating India's Deepfake Landscape with a
Comprehensive Synthetic Dataset",
        BOOKTITLE = FG24,
        YEAR = "2024",
        PAGES = "1-9",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110205"}

@inproceedings{bb113570,
        AUTHOR = "Sinitsa, S. and Fried, O.",
        TITLE = "Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection
and Model Lineage Analysis",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "4055-4064",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110206"}

@inproceedings{bb113571,
        AUTHOR = "Ju, Y. and Hu, S. and Jia, S. and Chen, G.H. and Lyu, S.W.",
        TITLE = "Improving Fairness in Deepfake Detection",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "4643-4653",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110207"}

@inproceedings{bb113572,
        AUTHOR = "Demir, I. and Ciftci, U.A.",
        TITLE = "How Do Deepfakes Move? Motion Magnification for Deepfake Source
Detection",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "4768-4778",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110208"}

@inproceedings{bb113573,
        AUTHOR = "Tantaru, D.C. and Oneata, E. and Oneata, D.",
        TITLE = "Weakly-supervised deepfake localization in diffusion-generated images",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "6246-6256",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110209"}

@inproceedings{bb113574,
        AUTHOR = "Das, S. and Jain, T. and Reilly, D. and Balaji, P. and Karmakar, S. and Marjit, S. and Li, X. and Das, A. and Ryoo, M.S.",
        TITLE = "Limited Data, Unlimited Potential: A Study on ViTs Augmented by
Masked Autoencoders",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "6864-6874",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110210"}

@inproceedings{bb113575,
        AUTHOR = "Ciamarra, A. and Caldelli, R. and Becattini, F. and Seidenari, L. and del Bimbo, A.",
        TITLE = "Deepfake Detection by Exploiting Surface Anomalies: The Surfake
Approach",
        BOOKTITLE = BioAttack24,
        YEAR = "2024",
        PAGES = "1024-1033",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110211"}

@inproceedings{bb113576,
        AUTHOR = "Ivanovska, M. and Struc, V.",
        TITLE = "On the Vulnerability of Deepfake Detectors to Attacks Generated by
Denoising Diffusion Models",
        BOOKTITLE = BioAttack24,
        YEAR = "2024",
        PAGES = "1051-1060",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110212"}

@inproceedings{bb113577,
        AUTHOR = "Seraj, M.S. and Singh, A. and Chakraborty, S.",
        TITLE = "Semi-Supervised Deep Domain Adaptation for Deepfake Detection",
        BOOKTITLE = BioAttack24,
        YEAR = "2024",
        PAGES = "1061-1071",
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@inproceedings{bb113578,
        AUTHOR = "Hukkelas, H. and Lindseth, F.",
        TITLE = "Synthesizing Anyone, Anywhere, in Any Pose",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "4023-4034",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110214"}

@inproceedings{bb113579,
        AUTHOR = "Hooda, A. and Mangaokar, N. and Feng, R. and Fawaz, K. and Jha, S. and Prakash, A.",
        TITLE = "D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint
Ensembles",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "3800-3810",
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@inproceedings{bb113580,
        AUTHOR = "Chung, C. and Park, Y. and Choi, S. and Ganbat, M. and Choo, J.",
        TITLE = "Shortcut-V2V: Compression Framework for Video-to-Video Translation
based on Temporal Redundancy Reduction",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "7578-7588",
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@inproceedings{bb113581,
        AUTHOR = "Li, H. and Gu, J.D. and Koner, R. and Sharifzadeh, S. and Tresp, V.",
        TITLE = "Do DALL-E and Flamingo Understand Each Other?",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "1999-2010",
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@inproceedings{bb113582,
        AUTHOR = "Xu, Y.T. and Liang, J. and Jia, G. and Yang, Z.M. and Zhang, Y.H. and He, R.",
        TITLE = "TALL: Thumbnail Layout for Deepfake Video Detection",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "22601-22611",
        BIBSOURCE = "http://www.visionbib.com/bibliography/describe501df2.html#TT110218"}

@inproceedings{bb113583,
        AUTHOR = "Yan, Z.Y. and Zhang, Y. and Fan, Y.B. and Wu, B.Y.",
        TITLE = "UCF: Uncovering Common Features for Generalizable Deepfake Detection",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "22355-22366",
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@inproceedings{bb113584,
        AUTHOR = "Le, B.M. and Woo, S.S.",
        TITLE = "Quality-Agnostic Deepfake Detection with Intra-model Collaborative
Learning",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "22321-22332",
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@inproceedings{bb113585,
        AUTHOR = "Larue, N. and Vu, N.S. and Struc, V. and Peer, P. and Christophides, V.",
        TITLE = "SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for
Exposing Deepfakes",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "20954-20964",
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@inproceedings{bb113586,
        AUTHOR = "Yao, K. and Wang, J. and Diao, B. and Li, C.",
        TITLE = "Towards Understanding the Generalization of Deepfake Detectors from a
Game-Theoretical View",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "2031-2041",
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@inproceedings{bb113587,
        AUTHOR = "Husseini, S. and Dugelay, J.L.",
        TITLE = "A Comprehensive Framework for Evaluating Deepfake Generators:
Dataset, Metrics Performance, and Comparative Analysis",
        BOOKTITLE = DFAD23,
        YEAR = "2023",
        PAGES = "372-381",
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@inproceedings{bb113588,
        AUTHOR = "Balaji, P. and Das, A. and Das, S. and Dantcheva, A.",
        TITLE = "Attending Generalizability in Course of Deep Fake Detection by
Exploring Multi-task Learning",
        BOOKTITLE = DFAD23,
        YEAR = "2023",
        PAGES = "475-484",
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@inproceedings{bb113589,
        AUTHOR = "Aghasanli, A. and Kangin, D. and Angelov, P.",
        TITLE = "Interpretable-through-prototypes deepfake detection for diffusion
models",
        BOOKTITLE = DFAD23,
        YEAR = "2023",
        PAGES = "467-474",
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@inproceedings{bb113590,
        AUTHOR = "Hamadene, A. and Ouahabi, A. and Hadid, A.",
        TITLE = "Deepfakes Signatures Detection in the Handcrafted Features Space",
        BOOKTITLE = DFAD23,
        YEAR = "2023",
        PAGES = "460-466",
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@inproceedings{bb113591,
        AUTHOR = "Nandi, S. and Natarajan, P. and Abd Almageed, W.",
        TITLE = "TrainFors: A Large Benchmark Training Dataset for Image Manipulation
Detection and Localization",
        BOOKTITLE = DFAD23,
        YEAR = "2023",
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@inproceedings{bb113592,
        AUTHOR = "Saha, S. and Perera, R. and Seneviratne, S. and Malepathirana, T. and Rasnayaka, S. and Geethika, D. and Sim, T. and Halgamuge, S.",
        TITLE = "Undercover Deepfakes: Detecting Fake Segments in Videos",
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        YEAR = "2023",
        PAGES = "415-425",
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@inproceedings{bb113593,
        AUTHOR = "Kamat, S. and Agarwal, S. and Darrell, T.J. and Rohrbach, A.",
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and Stabilizing Transfer",
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        YEAR = "2023",
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@inproceedings{bb113594,
        AUTHOR = "Das, S. and Amin, M.R.",
        TITLE = "Learning Interpretable Forensic Representations via Local Window
Modulation",
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        YEAR = "2023",
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@inproceedings{bb113595,
        AUTHOR = "Lorenz, P. and Durall, R.L. and Keuper, J.",
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Intrinsic Dimensionality",
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@inproceedings{bb113596,
        AUTHOR = "d'Amelio, A. and Lanzarotti, R. and Patania, S. and Grossi, G. and Cuculo, V. and Valota, A. and Boccignone, G.",
        TITLE = "On Using RPPG Signals for Deepfake Detection: A Cautionary Note",
        BOOKTITLE = CIAP23,
        YEAR = "2023",
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@inproceedings{bb113597,
        AUTHOR = "Cocchi, F. and Baraldi, L. and Poppi, S. and Cornia, M. and Baraldi, L. and Cucchiara, R.",
        TITLE = "Unveiling the Impact of Image Transformations on Deepfake Detection:
An Experimental Analysis",
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        YEAR = "2023",
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@inproceedings{bb113598,
        AUTHOR = "Zhang, J.B. and Wang, Y.X. and Tohidypour, H.R. and Nasiopoulos, P.",
        TITLE = "Detecting Stable Diffusion Generated Images Using Frequency
Artifacts: A Case Study on Disney-Style Art",
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        YEAR = "2023",
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@inproceedings{bb113599,
        AUTHOR = "Rahman, M.A. and Paul, B. and Sarker, N.H. and Hakim, Z.I.A. and Fattah, S.A.",
        TITLE = "Artifact: A Large-Scale Dataset With Artificial And Factual Images
For Generalizable And Robust Synthetic Image Detection",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "2200-2204",
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