/deepfake-research-papers

Listing out research papers here for reading. Overtime I'll probably organize them with summaries, not sure if that will ever materialize though.

deepfake-research-papers

Listing out research papers here for reading. Overtime I'll probably organize them with summaries, not sure if that will ever materialize though.

Detection

Images

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  1. FaceForensics++: Learning to Detect Manipulated Facial Images
  2. Mesonet: A Compact Facial Video Forgery Detection Network
  3. Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos
  4. Deepfake Video Detection Using Recurrent Neural Networks
  5. Exposing DeepFake Videos By Detecting Face Warping Artifacts
  6. Recurrent Convolutional Strategies for Face Manipulation Detection in Videos
  7. Detecting GAN-Generated Imagery Using Saturation Cues
  8. FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network
  9. FakeLocator: Robust Localization of GAN-Based Face Manipulations via Semantic Segmentation Networks with Bells and Whistles
  10. Deep Fake Image Detection Based on Pairwise Learning
  11. Attention-Based Face AntiSpoofing of RGB Images, using a Minimal End-2-End Neural Network
  12. Deepfake Video Detection through Optical Flow based CNN
  13. ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection
  14. Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos
  15. Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations
  16. DeepFake Detection Based on Discrepancies Between Faces and their Context
  17. Detection of Deepfakes Using Visual Artifacts and Neural Network Classifier
  18. Towards Generalizable Deepfake Detection with Locality-aware AutoEncoder
  19. Spatio-temporal Features for Generalized Detection of Deepfake Videos
  20. Interpretable and Trustworthy Deepfake Detection via Dynamic Prototypes
  21. SIAMESE NETWORK-BASED MULTI-MODAL DEEPFAKE DETECTION
  22. DeepFake Video Detection: A Time‑Distributed Approach
  23. SDHF: Spotting DeepFakes with Hierarchical Features
  24. Exploiting Prediction Error Inconsistencies through LSTM-based Classifiers to Detect Deepfake Videos
  25. NoiseScope: Detecting Deepfake Images in a Blind Setting
  26. Investigating the Impact of Pre-processing and Prediction Aggregation on the DeepFake Detection Task
  27. ID-Reveal: Identity-aware DeepFake Video Detection
  28. Identity-Driven DeepFake Detection
  29. Hiding Faces in Plain Sight: Disrupting AI Face Synthesis with Adversarial Perturbations
  30. EXPOSING GAN-GENERATED FACES USING INCONSISTENT CORNEAL SPECULAR HIGHLIGHTS
  31. Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks
  32. Cost Sensitive Optimization of Deepfake Detector
  33. Deepfake Detection Based on No-Reference Image Quality Assessment (NR-IQA)

Biometrics

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  1. In ictu oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking
  2. FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals
  3. Protecting World Leaders Against Deepfakes
  4. Detecting Deep-Fake Videos From Phoneme-Viseme Mismatches
  5. Detecting Deep-Fake Videos from Appearance and Behavior
  6. Where Do Deep Fakes Look? Synthetic Face Detection via Gaze Tracking

Applications

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