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
Linguistic Profiling of Deepfakes: An Open Database for Next-Generation Deepfake DetectionCode1
Explicit Correlation Learning for Generalizable Cross-Modal Deepfake DetectionCode1
Explaining deep learning models for spoofing and deepfake detection with SHapley Additive exPlanationsCode1
Combining EfficientNet and Vision Transformers for Video Deepfake DetectionCode1
Exploring Spatial-Temporal Features for Deepfake Detection and LocalizationCode1
Masked Relation Learning for DeepFake DetectionCode1
ExDDV: A New Dataset for Explainable Deepfake Detection in VideoCode1
Multi-attentional Deepfake DetectionCode1
Neural Deepfake Detection with Factual Structure of TextCode1
Not made for each other- Audio-Visual Dissonance-based Deepfake Detection and LocalizationCode1
Deepfake Detection Scheme Based on Vision Transformer and DistillationCode1
Adversarial Magnification to Deceive Deepfake Detection through Super ResolutionCode1
Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target DatasetCode1
Explaining Deepfake Detection by Analysing Image MatchingCode1
Exploring Temporal Coherence for More General Video Face Forgery DetectionCode1
Contrastive Learning of Global-Local Video RepresentationsCode1
End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset EvaluationCode1
Contrastive Pseudo Learning for Open-World DeepFake AttributionCode1
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery LocalizationCode1
Robust Sequential DeepFake DetectionCode1
Countering Malicious DeepFakes: Survey, Battleground, and HorizonCode1
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake DetectionCode1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake DetectionCode1
SingFake: Singing Voice Deepfake DetectionCode1
AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake DatasetCode1
CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake DetectionCode1
DFGC 2021: A DeepFake Game CompetitionCode1
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery CluesCode1
Exposing Lip-syncing Deepfakes from Mouth InconsistenciesCode1
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake DetectionCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory PerceptionCode1
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake DetectionCode1
DefakeHop: A Light-Weight High-Performance Deepfake DetectorCode1
DeepFake-Adapter: Dual-Level Adapter for DeepFake DetectionCode1
A Convolutional LSTM based Residual Network for Deepfake Video DetectionCode1
Deepfake Videos in the Wild: Analysis and DetectionCode1
Defense Against Adversarial Attacks on Audio DeepFake DetectionCode1
Detecting and Recovering Sequential DeepFake ManipulationCode1
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense ReasoningCode1
DeepFakesON-Phys: DeepFakes Detection based on Heart Rate EstimationCode1
Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and LocalizationCode1
DeCLIP: Decoding CLIP representations for deepfake localizationCode1
Audio-Visual Person-of-Interest DeepFake DetectionCode1
Deepfake Video Detection Using Convolutional Vision TransformerCode1
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and OutlookCode1
Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake DetectionCode1
DistilDIRE: A Small, Fast, Cheap and Lightweight Diffusion Synthesized Deepfake DetectionCode1
AVT2-DWF: Improving Deepfake Detection with Audio-Visual Fusion and Dynamic Weighting StrategiesCode1
DeepFake MNIST+: A DeepFake Facial Animation DatasetCode1
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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