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

Showing 51100 of 580 papers

TitleStatusHype
Explaining Deepfake Detection by Analysing Image MatchingCode1
ExDDV: A New Dataset for Explainable Deepfake Detection in VideoCode1
Face Forgery Detection with Elaborate BackboneCode1
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake DatasetCode1
Explaining deep learning models for spoofing and deepfake detection with SHapley Additive exPlanationsCode1
Exploring Temporal Coherence for More General Video Face Forgery DetectionCode1
Analyzing Fairness in Deepfake Detection With Massively Annotated DatabasesCode1
Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake DetectionCode1
A Continual Deepfake Detection Benchmark: Dataset, Methods, and EssentialsCode1
GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake DetectionCode1
Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion StrategyCode1
FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point DefectsCode1
Wavelet-Driven Generalizable Framework for Deepfake Face Forgery DetectionCode1
DistilDIRE: A Small, Fast, Cheap and Lightweight Diffusion Synthesized Deepfake DetectionCode1
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery CluesCode1
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery LocalizationCode1
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and ExplanationCode1
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake DetectionCode1
Detecting Deepfakes Without Seeing AnyCode1
End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset EvaluationCode1
Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and LocalizationCode1
Defense Against Adversarial Attacks on Audio DeepFake DetectionCode1
Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory PerceptionCode1
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake DetectionCode1
Contextual Cross-Modal Attention for Audio-Visual Deepfake Detection and LocalizationCode1
Deepfake Video Detection Using Convolutional Vision TransformerCode1
DefakeHop: A Light-Weight High-Performance Deepfake DetectorCode1
Detecting and Recovering Sequential DeepFake ManipulationCode1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake DetectionCode1
DeepFakesON-Phys: DeepFakes Detection based on Heart Rate EstimationCode1
Deepfake Video Detection Using Generative Convolutional Vision TransformerCode1
Deepfake Videos in the Wild: Analysis and DetectionCode1
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and OutlookCode1
Deepfake Forensics via An Adversarial GameCode1
DeepFake MNIST+: A DeepFake Facial Animation DatasetCode1
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training DataCode1
Combining EfficientNet and Vision Transformers for Video Deepfake DetectionCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive LearningCode1
Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024Code1
Deepfake Network Architecture AttributionCode1
DFGC 2021: A DeepFake Game CompetitionCode1
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media ForensicsCode1
AVT2-DWF: Improving Deepfake Detection with Audio-Visual Fusion and Dynamic Weighting StrategiesCode1
Deepfake Detection Scheme Based on Vision Transformer and DistillationCode1
Contrastive Learning of Global-Local Video RepresentationsCode1
Celeb-DF: A Large-scale Challenging Dataset for DeepFake ForensicsCode1
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image DetectorsCode1
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learningCode1
AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake DatasetCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AV-Lip-Sync+Accuracy (%)99.29Unverified
2AvtenetAccuracy (%)98.57Unverified
3FACTORROC AUC97.4Unverified
4RealForensicsROC AUC97.1Unverified
5AVADROC AUC94.5Unverified
6AV-Lip-Sync ModelAccuracy (%)94Unverified
7FTCNROC AUC93.1Unverified
8LipForensicsROC AUC91.1Unverified
9Multimodal Ensemble ModelAccuracy (%)89Unverified
10AD DFDROC AUC88.1Unverified
#ModelMetricClaimedVerifiedStatus
1XceptionNetDF96.36Unverified
2QAD-EAUC0.96Unverified
3EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttSTAUC0.94Unverified
4MARLIN (ViT-L)AUC0.94Unverified
5MARLIN (ViT-B)AUC0.93Unverified
6MARLIN (ViT-S)AUC0.89Unverified
7EfficientNetB4 + EfficientNetB4ST + B4AttSTLogLoss0.33Unverified
#ModelMetricClaimedVerifiedStatus
1Cross Efficient Vision TransformerAUC0.95Unverified
2Efficient Vision TransformerAUC0.92Unverified
3EfficientNetB4 + EfficientNetB4ST + B4AttLogLoss0.46Unverified
#ModelMetricClaimedVerifiedStatus
1STYLE0L99Unverified
#ModelMetricClaimedVerifiedStatus
1FasterThanLiesAUC99.65Unverified
#ModelMetricClaimedVerifiedStatus
1FasterThanLiesAUC1Unverified
#ModelMetricClaimedVerifiedStatus
1FasterThanLiesAUC1Unverified
#ModelMetricClaimedVerifiedStatus
1BA-TFDAUC0.99Unverified