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 51–100 of 580 papers

TitleStatusHype
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learningCode1
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and OutlookCode1
LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual WatermarksCode1
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social NetworksCode1
Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target DatasetCode1
Where are we in audio deepfake detection? A systematic analysis over generative and detection modelsCode1
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense ReasoningCode1
Wavelet-Driven Generalizable Framework for Deepfake Face Forgery DetectionCode1
Face Forgery Detection with Elaborate BackboneCode1
DeCLIP: Decoding CLIP representations for deepfake localizationCode1
SVDD 2024: The Inaugural Singing Voice Deepfake Detection ChallengeCode1
SONICS: Synthetic Or Not -- Identifying Counterfeit SongsCode1
Contextual Cross-Modal Attention for Audio-Visual Deepfake Detection and LocalizationCode1
Adversarial Magnification to Deceive Deepfake Detection through Super ResolutionCode1
Singing Voice Graph Modeling for SingFake DetectionCode1
Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion StrategyCode1
CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake DetectionCode1
DistilDIRE: A Small, Fast, Cheap and Lightweight Diffusion Synthesized Deepfake DetectionCode1
SVDD Challenge 2024: A Singing Voice Deepfake Detection Challenge Evaluation PlanCode1
Explicit Correlation Learning for Generalizable Cross-Modal Deepfake DetectionCode1
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive LearningCode1
Towards More General Video-based Deepfake Detection through Facial Feature Guided Adaptation for Foundation ModelCode1
D^3: Scaling Up Deepfake Detection by Learning from DiscrepancyCode1
AVT2-DWF: Improving Deepfake Detection with Audio-Visual Fusion and Dynamic Weighting StrategiesCode1
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media ForensicsCode1
Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake DetectionCode1
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge LearningCode1
Exposing Lip-syncing Deepfakes from Mouth InconsistenciesCode1
Frequency Masking for Universal Deepfake DetectionCode1
Linguistic Profiling of Deepfakes: An Open Database for Next-Generation Deepfake DetectionCode1
Unmasking Deepfake Faces from Videos Using An Explainable Cost-Sensitive Deep Learning ApproachCode1
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake DetectionCode1
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake DetectionCode1
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake DetectionCode1
AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake DatasetCode1
Weakly-supervised deepfake localization in diffusion-generated imagesCode1
Detecting Deepfakes Without Seeing AnyCode1
Limited Data, Unlimited Potential: A Study on ViTs Augmented by Masked AutoencodersCode1
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image DetectorsCode1
Robust Sequential DeepFake DetectionCode1
Contrastive Pseudo Learning for Open-World DeepFake AttributionCode1
Locate and Verify: A Two-Stream Network for Improved Deepfake DetectionCode1
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery CluesCode1
HM-Conformer: A Conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methodsCode1
SingFake: Singing Voice Deepfake DetectionCode1
Robustness and Generalizability of Deepfake Detection: A Study with Diffusion ModelsCode1
FSD: An Initial Chinese Dataset for Fake Song DetectionCode1
OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated ExamplesCode1
Deepfake Video Detection Using Generative Convolutional Vision TransformerCode1
Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and LocalizationCode1
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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