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 1–50 of 580 papers

TitleStatusHype
SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks—0
DDL: A Dataset for Interpretable Deepfake Detection and Localization in Real-World Scenarios—0
Pay Less Attention to Deceptive Artifacts: Robust Detection of Compressed Deepfakes on Online Social NetworksCode0
IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection—0
SELFI: Selective Fusion of Identity for Generalizable Deepfake Detection—0
From Sharpness to Better Generalization for Speech Deepfake Detection—0
FAME: A Lightweight Spatio-Temporal Network for Model Attribution of Face-Swap DeepfakesCode0
Enhancing Deepfake Detection using SE Block Attention with CNN—0
LLMs Are Not Yet Ready for Deepfake Image Detection—0
Unmasking real-world audio deepfakes: A data-centric approachCode1
Context-aware TFL: A Universal Context-aware Contrastive Learning Framework for Temporal Forgery Localization—0
Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework—0
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection—0
TADA: Training-free Attribution and Out-of-Domain Detection of Audio DeepfakesCode0
Practical Manipulation Model for Robust Deepfake DetectionCode0
AuthGuard: Generalizable Deepfake Detection via Language Guidance—0
A Data-Driven Diffusion-based Approach for Audio Deepfake Explanations—0
Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual ManipulationsCode0
TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head DeepFake Detection—0
Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake DetectionCode0
Benchmarking Foundation Models for Zero-Shot Biometric Tasks—0
Few-Shot Speech Deepfake Detection Adaptation with Gaussian ProcessesCode0
ArVoice: A Multi-Speaker Dataset for Arabic Speech Synthesis—0
Guard Me If You Know Me: Protecting Specific Face-Identity from Deepfakes—0
STOPA: A Database of Systematic VariaTion Of DeePfake Audio for Open-Set Source Tracing and Attribution—0
EnvSDD: Benchmarking Environmental Sound Deepfake Detection—0
Preserving AUC Fairness in Learning with Noisy Protected GroupsCode0
Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time AdaptationCode0
HyperFake: Hyperspectral Reconstruction and Attention-Guided Analysis for Advanced Deepfake Detection—0
CAMME: Adaptive Deepfake Image Detection with Multi-Modal Cross-AttentionCode0
Beyond Face Swapping: A Diffusion-Based Digital Human Benchmark for Multimodal Deepfake Detection—0
CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation—0
Replay Attacks Against Audio Deepfake Detection—0
Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing—0
Forensic deepfake audio detection using segmental speech features—0
Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection—0
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and ExplanationCode1
Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection—0
Towards Open-world Generalized Deepfake Detection: General Feature Extraction via Unsupervised Domain Adaptation—0
MAVOS-DD: Multilingual Audio-Video Open-Set Deepfake Detection Benchmark—0
ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection—0
BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio DatasetCode0
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and LocalizationCode2
Visual Watermarking in the Era of Diffusion Models: Advances and Challenges—0
WaveGuard: Robust Deepfake Detection and Source Tracing via Dual-Tree Complex Wavelet and Graph Neural NetworksCode1
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units—0
Unmasking Deep Fakes: Leveraging Deep Learning for Video Authenticity Detection—0
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection—0
Learning Real Facial Concepts for Independent Deepfake Detection—0
Robust AI-Generated Face Detection with Imbalanced DataCode0
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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