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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 580 papers

TitleStatusHype
Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning—0
Quantum-Trained Convolutional Neural Network for Deepfake Audio Detection—0
Real-centric Consistency Learning for Deepfake Detection—0
REALEDIT: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations—0
Real Face Foundation Representation Learning for Generalized Deepfake Detection—0
RealSeal: Revolutionizing Media Authentication with Real-Time Realism Scoring—0
Real-Time Deepfake Detection in the Real-World—0
Real-time Detection of AI-Generated Speech for DeepFake Voice Conversion—0
Recap: Detecting Deepfake Video with Unpredictable Tampered Traces via Recovering Faces and Mapping Recovered Faces—0
Recent Advancements In The Field Of Deepfake Detection—0
Reduced Spatial Dependency for More General Video-level Deepfake Detection—0
Replay Attacks Against Audio Deepfake Detection—0
Representation Loss Minimization with Randomized Selection Strategy for Efficient Environmental Fake Audio Detection—0
Retrieval-Augmented Audio Deepfake Detection—0
Robust Deepfake On Unrestricted Media: Generation And Detection—0
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection—0
Securing Social Media Against Deepfakes using Identity, Behavioral, and Geometric Signatures—0
Seeing is Living? Rethinking the Security of Facial Liveness Verification in the Deepfake Era—0
Selective Domain-Invariant Feature for Generalizable Deepfake Detection—0
SELFI: Selective Fusion of Identity for Generalizable Deepfake Detection—0
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis—0
Self-Supervised Graph Transformer for Deepfake Detection—0
Self-supervised Transformer for Deepfake Detection—0
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes—0
SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks—0
SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection—0
Social Media Authentication and Combating Deepfakes using Semi-fragile Invisible Image Watermarking—0
SoK: Systematization and Benchmarking of Deepfake Detectors in a Unified Framework—0
Spatio-temporal Features for Generalized Detection of Deepfake Videos—0
SpoofCeleb: Speech Deepfake Detection and SASV In The Wild—0
Spoofing-Robust Speaker Verification Based on Time-Domain Embedding—0
Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection—0
Statistics-aware Audio-visual Deepfake Detector—0
STOPA: A Database of Systematic VariaTion Of DeePfake Audio for Open-Set Source Tracing and Attribution—0
Straight Through Gumbel Softmax Estimator based Bimodal Neural Architecture Search for Audio-Visual Deepfake Detection—0
Strong Alone, Stronger Together: Synergizing Modality-Binding Foundation Models with Optimal Transport for Non-Verbal Emotion Recognition—0
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset—0
TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head DeepFake Detection—0
Targeted Augmented Data for Audio Deepfake Detection—0
Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge—0
X^2-DFD: A framework for eXplainable and eXtendable Deepfake Detection—0
Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake—0
Texture, Shape and Order Matter: A New Transformer Design for Sequential DeepFake Detection—0
The Deepfake Detection Challenge (DFDC) Preview Dataset—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023—0
The Effectiveness of Temporal Dependency in Deepfake Video Detection—0
The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild—0
The Vicomtech Audio Deepfake Detection System based on Wav2Vec2 for the 2022 ADD Challenge—0
Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap—0
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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