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
Retrieval-Augmented Audio Deepfake Detection—0
Texture, Shape and Order Matter: A New Transformer Design for Sequential DeepFake Detection—0
DeepFake-O-Meter v2.0: An Open Platform for DeepFake DetectionCode3
Towards More General Video-based Deepfake Detection through Facial Feature Guided Adaptation for Foundation ModelCode1
Cross-Domain Audio Deepfake Detection: Dataset and Analysis—0
D^3: Scaling Up Deepfake Detection by Learning from DiscrepancyCode1
Diffusion Deepfake—0
Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio DeepfakeCode0
AVT2-DWF: Improving Deepfake Detection with Audio-Visual Fusion and Dynamic Weighting StrategiesCode1
Exploring Green AI for Audio Deepfake DetectionCode0
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media ForensicsCode1
Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns InjectionCode0
Selective Domain-Invariant Feature for Generalizable Deepfake Detection—0
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake DetectionCode2
Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space LearningCode2
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection—0
Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake DetectionCode1
XAI-Based Detection of Adversarial Attacks on Deepfake DetectorsCode0
Exposing the Deception: Uncovering More Forgery Clues for Deepfake DetectionCode2
Preserving Fairness Generalization in Deepfake DetectionCode2
CLIPping the Deception: Adapting Vision-Language Models for Universal Deepfake DetectionCode0
Deepfake Detection and the Impact of Limited Computing CapabilitiesCode0
0-1 laws for pattern occurrences in phylogenetic trees and networks—0
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity Learning—0
Towards mitigating uncann(eye)ness in face swaps via gaze-centric loss terms—0
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge LearningCode1
A novel approach for detecting deep fake videos using graph neural network—0
Masked Conditional Diffusion Model for Enhancing Deepfake Detection—0
Common Sense Reasoning for Deepfake DetectionCode3
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakesCode2
Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces—0
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake DetectionCode2
Joint Audio-Visual Attention with Contrastive Learning for More General Deepfake Detection—0
Exposing Lip-syncing Deepfakes from Mouth InconsistenciesCode1
Datasets, Clues and State-of-the-Arts for Multimedia Forensics: An Extensive Review—0
Frequency Masking for Universal Deepfake DetectionCode1
SoK: Systematization and Benchmarking of Deepfake Detectors in a Unified Framework—0
Comparative Analysis of Deep Convolutional Neural Networks for Detecting Medical Image Deepfakes—0
Linguistic Profiling of Deepfakes: An Open Database for Next-Generation Deepfake DetectionCode1
Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking—0
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions—0
Unmasking Deepfake Faces from Videos Using An Explainable Cost-Sensitive Deep Learning ApproachCode1
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation—0
Rethinking the Up-Sampling Operations in CNN-based Generative Network for Generalizable Deepfake DetectionCode2
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake DetectionCode1
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake DetectionCode1
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network OperationsCode0
Audio Deepfake Detection with Self-Supervised WavLM and Multi-Fusion Attentive Classifier—0
An adversarial attack approach for eXplainable AI evaluation on deepfake detection modelsCode0
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake DetectionCode1
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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