{"total":115,"rows":[{"id":"2204.08376","title":"Detecting Deepfakes with Self-Blended Images","created":"2022-04-18","cited_by_count":338,"area":null},{"id":"2103.01856","title":"Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain","created":"2021-03-02","cited_by_count":244,"area":null},{"id":"2108.05080","title":"FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset","created":"2021-08-11","cited_by_count":181,"area":null},{"id":"2304.13949","title":"UCF: Uncovering Common Features for Generalizable Deepfake Detection","created":"2023-04-27","cited_by_count":180,"area":null},{"id":"2108.06693","title":"Exploring Temporal Coherence for More General Video Face Forgery Detection","created":"2021-08-15","cited_by_count":159,"area":null},{"id":"2201.07131","title":"Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection","created":"2022-01-18","cited_by_count":130,"area":null},{"id":"2311.11278","title":"Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection","created":"2023-11-19","cited_by_count":127,"area":null},{"id":"2307.07494","title":"TALL: Thumbnail Layout for Deepfake Video Detection","created":"2023-07-14","cited_by_count":100,"area":null},{"id":"2109.01860","title":"Spatiotemporal Inconsistency Learning for DeepFake Video Detection","created":"2021-09-04","cited_by_count":88,"area":null},{"id":"2103.00484","title":"Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward","created":"2021-02-25","cited_by_count":82,"area":null},{"id":"2103.10094","title":"KoDF: A Large-scale Korean DeepFake Detection Dataset","created":"2021-03-18","cited_by_count":80,"area":null},{"id":"2307.08317","title":"AltFreezing for More General Video Face Forgery Detection","created":"2023-07-17","cited_by_count":78,"area":null},{"id":"2103.01950","title":"Predicting Video with VQVAE","created":"2021-03-02","cited_by_count":61,"area":null},{"id":"2403.06592","title":"Exploiting Style Latent Flows for Generalizing Deepfake Video Detection","created":"2024-03-11","cited_by_count":59,"area":null},{"id":"2104.04480","title":"Improving the Efficiency and Robustness of Deepfakes Detection through Precise Geometric Features","created":"2021-04-09","cited_by_count":57,"area":null},{"id":"2103.00218","title":"Countering Malicious DeepFakes: Survey, Battleground, and Horizon","created":"2021-02-27","cited_by_count":56,"area":null},{"id":"2305.13507","title":"Multimodal Automated Fact-Checking: A Survey","created":"2023-05-22","cited_by_count":53,"area":null},{"id":"2211.10881","title":"Deepfake Detection: A Comprehensive Survey from the Reliability Perspective","created":"2022-11-20","cited_by_count":50,"area":null},{"id":"2207.02803","title":"Delving into Sequential Patches for Deepfake Detection","created":"2022-07-06","cited_by_count":41,"area":null},{"id":"2209.15490","title":"Learning Second Order Local Anomaly for General Face Forgery Detection","created":"2022-09-30","cited_by_count":36,"area":null},{"id":"2105.00187","title":"One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework","created":"2021-05-01","cited_by_count":33,"area":null},{"id":"2108.05307","title":"Video Transformer for Deepfake Detection with Incremental Learning","created":"2021-08-11","cited_by_count":33,"area":null},{"id":"2109.02993","title":"Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors","created":"2021-09-07","cited_by_count":32,"area":null},{"id":"2103.06929","title":"DefakeHop: A Light-Weight High-Performance Deepfake Detector","created":"2021-03-11","cited_by_count":31,"area":null},{"id":"2407.10550","title":"Learning Natural Consistency Representation for Face Forgery Video Detection","created":"2024-07-15","cited_by_count":26,"area":null},{"id":"2102.09603","title":"Towards Solving the DeepFake Problem : An Analysis on Improving DeepFake Detection using Dynamic Face Augmentation","created":"2021-02-18","cited_by_count":25,"area":null},{"id":"2211.10996","title":"MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection","created":"2022-11-20","cited_by_count":23,"area":null},{"id":"2203.01265","title":"Self-supervised Transformer for Deepfake Detection","created":"2022-03-02","cited_by_count":22,"area":null},{"id":"2403.10261","title":"Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection","created":"2024-03-15","cited_by_count":21,"area":null},{"id":"2104.11507","title":"DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning","created":"2021-04-23","cited_by_count":20,"area":null},{"id":"2207.06612","title":"Deepfake Video Detection with Spatiotemporal Dropout Transformer","created":"2022-07-14","cited_by_count":19,"area":null},{"id":"2209.14692","title":"Digital and Physical Face Attacks: Reviewing and One Step Further","created":"2022-09-29","cited_by_count":17,"area":null},{"id":"2410.23556","title":"Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization","created":"2024-10-31","cited_by_count":16,"area":null},{"id":"2103.08134","title":"Detection and Localization of Facial Expression Manipulations","created":"2021-03-15","cited_by_count":15,"area":null},{"id":"2203.02115","title":"Towards Benchmarking and Evaluating Deepfake Detection","created":"2022-03-04","cited_by_count":15,"area":null},{"id":"2306.11503","title":"The Age of Synthetic Realities: Challenges and Opportunities","created":"2023-06-09","cited_by_count":15,"area":null},{"id":"2202.06095","title":"A Review of Deep Learning-based Approaches for Deepfake Content Detection","created":"2022-02-12","cited_by_count":13,"area":null},{"id":"2307.07036","title":"GenConViT: Deepfake Video Detection Using Generative Convolutional Vision Transformer","created":"2023-07-13","cited_by_count":13,"area":null},{"id":"2507.02398","title":"Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection","created":"2025-07-03","cited_by_count":13,"area":null},{"id":"2210.09563","title":"FedForgery: Generalized Face Forgery Detection with Residual Federated Learning","created":"2022-10-18","cited_by_count":12,"area":null},{"id":"2401.13516","title":"Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces","created":"2024-01-24","cited_by_count":12,"area":null},{"id":"2409.01030","title":"Learning to Discover Forgery Cues for Face Forgery Detection","created":"2024-09-02","cited_by_count":11,"area":null},{"id":"2211.09363","title":"Generalizable Deepfake Detection with Phase-Based Motion Analysis","created":"2022-11-17","cited_by_count":10,"area":null},{"id":"2405.08463","title":"A Timely Survey on Vision Transformer for Deepfake Detection","created":"2024-05-14","cited_by_count":10,"area":null},{"id":"2411.19537","title":"Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook","created":"2024-11-29","cited_by_count":10,"area":null},{"id":"2503.14421","title":"ExDDV: A New Dataset for Explainable Deepfake Detection in Video","created":"2025-03-18","cited_by_count":10,"area":null},{"id":"2106.12832","title":"Detection of Deepfake Videos Using Long Distance Attention","created":"2021-06-24","cited_by_count":9,"area":null},{"id":"2310.20621","title":"Deepfake detection by exploiting surface anomalies: the SurFake approach","created":"2023-10-31","cited_by_count":9,"area":null},{"id":"2108.12961","title":"BioFors: A Large Biomedical Image Forensics Dataset","created":"2021-08-30","cited_by_count":8,"area":null},{"id":"2212.00773","title":"FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection","created":"2022-12-01","cited_by_count":8,"area":null},{"id":"2407.14367","title":"Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations","created":"2024-07-19","cited_by_count":8,"area":null},{"id":"2510.25237","title":"DeepShield: Fortifying Deepfake Video Detection with Local and Global Forgery Analysis","created":"2025-10-29","cited_by_count":7,"area":null},{"id":"2207.13064","title":"Video Manipulations Beyond Faces: A Dataset with Human-Machine Analysis","created":"2022-07-26","cited_by_count":6,"area":null},{"id":"2208.05820","title":"Hybrid Transformer Network for Deepfake Detection","created":"2022-08-11","cited_by_count":6,"area":null},{"id":"2209.05419","title":"Multimodal Graph Learning for Deepfake Detection","created":"2022-09-12","cited_by_count":6,"area":null},{"id":"2307.15019","title":"Self-Supervised Graph Transformer for Deepfake Detection","created":"2023-07-27","cited_by_count":6,"area":null},{"id":"2412.19685","title":"Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline","created":"2024-12-27","cited_by_count":6,"area":null},{"id":"2102.05950","title":"Adversarially robust deepfake media detection using fused convolutional neural network predictions","created":"2021-02-11","cited_by_count":5,"area":null},{"id":"2308.05264","title":"TrainFors: A Large Benchmark Training Dataset for Image Manipulation Detection and Localization","created":"2023-08-10","cited_by_count":5,"area":null},{"id":"2109.07311","title":"MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection","created":"2021-09-15","cited_by_count":4,"area":null},{"id":"2111.07601","title":"FakeTransformer: Exposing Face Forgery From Spatial-Temporal Representation Modeled By Facial Pixel Variations","created":"2021-11-15","cited_by_count":4,"area":null},{"id":"2211.03346","title":"Cross-Domain Local Characteristic Enhanced Deepfake Video Detection","created":"2022-11-07","cited_by_count":4,"area":null},{"id":"2212.03678","title":"Face Forgery Detection Based on Facial Region Displacement Trajectory Series","created":"2022-12-07","cited_by_count":4,"area":null},{"id":"2304.06125","title":"Assessment Framework for Deepfake Detection in Real-world Situations","created":"2023-04-12","cited_by_count":4,"area":null},{"id":"2306.06885","title":"NPVForensics: Jointing Non-critical Phonemes and Visemes for Deepfake Detection","created":"2023-06-12","cited_by_count":4,"area":null},{"id":"2506.05119","title":"Practical Manipulation Model for Robust Deepfake Detection","created":"2025-06-05","cited_by_count":4,"area":null},{"id":"2102.01381","title":"Generalized Facial Manipulation Detection with Edge Region Feature Extraction","created":"2021-02-02","cited_by_count":3,"area":null},{"id":"2105.05902","title":"What's wrong with this video? Comparing Explainers for Deepfake Detection","created":"2021-05-12","cited_by_count":3,"area":null},{"id":"2110.15561","title":"Exposing Deepfake with Pixel-wise AR and PPG Correlation from Faint Signals","created":"2021-10-29","cited_by_count":3,"area":null},{"id":"2207.09107","title":"MONet: Multi-scale Overlap Network for Duplication Detection in Biomedical Images","created":"2022-07-19","cited_by_count":3,"area":null},{"id":"2309.06511","title":"DF-TransFusion: Multimodal Deepfake Detection via Lip-Audio Cross-Attention and Facial Self-Attention","created":"2023-09-12","cited_by_count":3,"area":null},{"id":"2311.07075","title":"GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning","created":"2023-11-13","cited_by_count":3,"area":null},{"id":"2407.19079","title":"UniForensics: Face Forgery Detection via General Facial Representation","created":"2024-07-26","cited_by_count":3,"area":null},{"id":"2503.22121","title":"Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations","created":"2025-03-28","cited_by_count":3,"area":null},{"id":"2508.21052","title":"FakeParts: a New Family of AI-Generated DeepFakes","created":"2025-08-28","cited_by_count":3,"area":null},{"id":"2104.13665","title":"Robust Face-Swap Detection Based on 3D Facial Shape Information","created":"2021-04-28","cited_by_count":2,"area":null},{"id":"2105.00192","title":"Deep Insights of Deepfake Technology : A Review","created":"2021-05-01","cited_by_count":2,"area":null},{"id":"2105.06361","title":"Forensic Analysis of Video Files Using Metadata","created":"2021-05-13","cited_by_count":2,"area":null},{"id":"2203.05178","title":"An Audio-Visual Attention Based Multimodal Network for Fake Talking Face Videos Detection","created":"2022-03-10","cited_by_count":2,"area":null},{"id":"2206.09842","title":"Practical Deepfake Detection: Vulnerabilities in Global Contexts","created":"2022-06-20","cited_by_count":2,"area":null},{"id":"2303.01740","title":"Mover: Mask and Recovery based Facial Part Consistency Aware Method for Deepfake Video Detection","created":"2023-03-03","cited_by_count":2,"area":null},{"id":"2303.17247","title":"Impact of Video Processing Operations in Deepfake Detection","created":"2023-03-30","cited_by_count":2,"area":null},{"id":"2307.11438","title":"Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery Detection","created":"2023-07-21","cited_by_count":2,"area":null},{"id":"2308.03471","title":"Deepfake Detection: A Comparative Analysis","created":"2023-08-07","cited_by_count":2,"area":null},{"id":"2312.08020","title":"Generalized Deepfakes Detection with Reconstructed-Blended Images and Multi-scale Feature Reconstruction Network","created":"2023-12-13","cited_by_count":2,"area":null},{"id":"2404.12841","title":"Explainable Deepfake Video Detection using Convolutional Neural Network and CapsuleNet","created":"2024-04-19","cited_by_count":2,"area":null},{"id":"2501.11927","title":"A Lightweight and Interpretable Deepfakes Detection Framework","created":"2025-01-21","cited_by_count":2,"area":null},{"id":"2502.16247","title":"DiffFake: Exposing Deepfakes using Differential Anomaly Detection","created":"2025-02-22","cited_by_count":2,"area":null},{"id":"2107.02016","title":"FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point Defects","created":"2021-07-05","cited_by_count":1,"area":null},{"id":"2109.02874","title":"DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning","created":"2021-09-07","cited_by_count":1,"area":null},{"id":"2206.15248","title":"CTrGAN: Cycle Transformers GAN for Gait Transfer","created":"2022-06-30","cited_by_count":1,"area":null},{"id":"2208.03561","title":"Study of detecting behavioral signatures within DeepFake videos","created":"2022-08-06","cited_by_count":1,"area":null},{"id":"2307.03990","title":"FTFDNet: Learning to Detect Talking Face Video Manipulation with Tri-Modality Interaction","created":"2023-07-08","cited_by_count":1,"area":null},{"id":"2312.04961","title":"DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake Detection","created":"2023-12-07","cited_by_count":1,"area":null},{"id":"2406.19941","title":"GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection","created":"2024-06-28","cited_by_count":1,"area":null},{"id":"2407.06174","title":"The Tug-of-War Between Deepfake Generation and Detection","created":"2024-07-08","cited_by_count":1,"area":null},{"id":"2606.16742","title":"Revealing Artifacts via Noise Amplification: A Novel Perspective for AI-Generated Video Detection","created":"2026-06-15","cited_by_count":1,"area":null},{"id":"2109.05397","title":"Challenges and Solutions in DeepFakes","created":"2021-09-12","cited_by_count":0,"area":null},{"id":"2110.03290","title":"MC-LCR: Multi-modal contrastive classification by locally correlated representations for effective face forgery detection","created":"2021-10-07","cited_by_count":0,"area":null},{"id":"2112.00803","title":"A Review of Web Infodemic Analysis and Detection Trends across Multi-modalities using Deep Neural Networks","created":"2021-11-23","cited_by_count":0,"area":null}],"next_cursor":"100"}