SOTAVerified

DeepFake Detection

DeepFake Detection is the task of detecting fake videos or images that have been generated using deep learning techniques. Deepfakes are created by using machine learning algorithms to manipulate or replace parts of an original video or image, such as the face of a person. The goal of deepfake detection is to identify such manipulations and distinguish them from real videos or images.

Description source: DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Image source: DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Papers

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Showing 101–150 of 580 papers

TitleStatusHype
Improving Fairness in Deepfake DetectionCode1
Improved DeepFake Detection Using Whisper FeaturesCode1
DeepFake-Adapter: Dual-Level Adapter for DeepFake DetectionCode1
Undercover Deepfakes: Detecting Fake Segments in VideosCode1
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake DetectionCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
Glitch in the Matrix: A Large Scale Benchmark for Content Driven Audio-Visual Forgery Detection and LocalizationCode1
PTW: Pivotal Tuning Watermarking for Pre-Trained Image GeneratorsCode1
Parents and Children: Distinguishing Multimodal DeepFakes from Natural ImagesCode1
Masked Relation Learning for DeepFake DetectionCode1
ISTVT: Interpretable Spatial-Temporal Video Transformer for Deepfake DetectionCode1
Self-Supervised Video Forensics by Audio-Visual Anomaly DetectionCode1
Defense Against Adversarial Attacks on Audio DeepFake DetectionCode1
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake DetectionCode1
MINTIME: Multi-Identity Size-Invariant Video Deepfake DetectionCode1
Exploring Spatial-Temporal Features for Deepfake Detection and LocalizationCode1
Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection GeneralizationCode1
SpecRNet: Towards Faster and More Accessible Audio DeepFake DetectionCode1
GOTCHA: Real-Time Video Deepfake Detection via Challenge-ResponseCode1
Analyzing Fairness in Deepfake Detection With Massively Annotated DatabasesCode1
GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake DetectionCode1
Explaining Deepfake Detection by Analysing Image MatchingCode1
Detecting and Recovering Sequential DeepFake ManipulationCode1
Cross-Forgery Analysis of Vision Transformers and CNNs for Deepfake Image DetectionCode1
Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake DetectionCode1
Is Synthetic Voice Detection Research Going Into the Right Direction?Code1
A Continual Deepfake Detection Benchmark: Dataset, Methods, and EssentialsCode1
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery LocalizationCode1
Audio-Visual Person-of-Interest DeepFake DetectionCode1
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake DetectionCode1
Deepfake Network Architecture AttributionCode1
MRI-GAN: A Generalized Approach to Detect DeepFakes using Perceptual Image AssessmentCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery DetectionCode1
TAFIM: Targeted Adversarial Attacks against Facial Image ManipulationsCode1
WaveFake: A Data Set to Facilitate Audio Deepfake DetectionCode1
Explaining deep learning models for spoofing and deepfake detection with SHapley Additive exPlanationsCode1
DeepFake MNIST+: A DeepFake Facial Animation DatasetCode1
Exploring Temporal Coherence for More General Video Face Forgery DetectionCode1
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake DatasetCode1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake DetectionCode1
Combining EfficientNet and Vision Transformers for Video Deepfake DetectionCode1
FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point DefectsCode1
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated ImagesCode1
DFGC 2021: A DeepFake Game CompetitionCode1
One Shot Face Swapping on MegapixelsCode1
M2TR: Multi-modal Multi-scale Transformers for Deepfake DetectionCode1
Contrastive Learning of Global-Local Video RepresentationsCode1
Deepfake Detection Scheme Based on Vision Transformer and DistillationCode1
Deepfake Forensics via An Adversarial GameCode1
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All datasetsFakeAVCelebFaceForensicsDFDC1CIFAKE: Real and AI-Generated Synthetic ImagesCOCOFakeDFFDLAV-DF

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AV-Lip-Sync+Accuracy (%)99.29—Unverified
2AvtenetAccuracy (%)98.57—Unverified
3FACTORROC AUC97.4—Unverified
4RealForensicsROC AUC97.1—Unverified
5AVADROC AUC94.5—Unverified
6AV-Lip-Sync ModelAccuracy (%)94—Unverified
7FTCNROC AUC93.1—Unverified
8LipForensicsROC AUC91.1—Unverified
9Multimodal Ensemble ModelAccuracy (%)89—Unverified
10AD DFDROC AUC88.1—Unverified
#ModelMetricClaimedVerifiedStatus
1XceptionNetDF96.36—Unverified
2QAD-EAUC0.96—Unverified
3EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttSTAUC0.94—Unverified
4MARLIN (ViT-L)AUC0.94—Unverified
5MARLIN (ViT-B)AUC0.93—Unverified
6MARLIN (ViT-S)AUC0.89—Unverified
7EfficientNetB4 + EfficientNetB4ST + B4AttSTLogLoss0.33—Unverified
#ModelMetricClaimedVerifiedStatus
1Cross Efficient Vision TransformerAUC0.95—Unverified
2Efficient Vision TransformerAUC0.92—Unverified
3EfficientNetB4 + EfficientNetB4ST + B4AttLogLoss0.46—Unverified
#ModelMetricClaimedVerifiedStatus
1STYLE0L99—Unverified
#ModelMetricClaimedVerifiedStatus
1FasterThanLiesAUC99.65—Unverified
#ModelMetricClaimedVerifiedStatus
1FasterThanLiesAUC1—Unverified
#ModelMetricClaimedVerifiedStatus
1FasterThanLiesAUC1—Unverified
#ModelMetricClaimedVerifiedStatus
1BA-TFDAUC0.99—Unverified