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 201–250 of 580 papers

TitleStatusHype
HyperFake: Hyperspectral Reconstruction and Attention-Guided Analysis for Advanced Deepfake Detection—0
Preserving AUC Fairness in Learning with Noisy Protected GroupsCode0
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
Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing—0
Replay Attacks Against Audio Deepfake Detection—0
Forensic deepfake audio detection using segmental speech features—0
Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection—0
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
BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio DatasetCode0
ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection—0
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units—0
Visual Watermarking in the Era of Diffusion Models: Advances and Challenges—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
AWARE-NET: Adaptive Weighted Averaging for Robust Ensemble Network in Deepfake DetectionCode0
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion—0
Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios—0
Big Brother is Watching: Proactive Deepfake Detection via Learnable Hidden Face—0
FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks—0
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image AttributionCode0
Face-LLaVA: Facial Expression and Attribute Understanding through Instruction Tuning—0
Comparative Analysis of Deepfake Detection Models: New Approaches and Perspectives—0
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset—0
Can Multi-modal (reasoning) LLMs work as deepfake detectors?—0
Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching—0
Measuring the Robustness of Audio Deepfake DetectorsCode0
TruthLens: Explainable DeepFake Detection for Face Manipulated and Fully Synthetic Data—0
TruthLens:A Training-Free Paradigm for DeepFake Detection—0
Unlocking the Capabilities of Vision-Language Models for Generalizable and Explainable Deepfake Detection—0
Deepfake Detection with Optimized Hybrid Model: EAR Biometric Descriptor via Improved RCNN—0
Deepfake Detection of Face Images based on a Convolutional Neural Network—0
VoD: Learning Volume of Differences for Video-Based Deepfake DetectionCode0
VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models—0
Reduced Spatial Dependency for More General Video-level Deepfake Detection—0
Deepfake Detection via Knowledge Injection—0
DeePen: Penetration Testing for Audio Deepfake Detection—0
Methods and Trends in Detecting Generated Images: A Comprehensive Review—0
Lightweight Deepfake Detection Based on Multi-Feature Fusion—0
Do Deepfake Detectors Work in Reality?—0
Generalizable speech deepfake detection via meta-learned LoRA—0
CAE-Net: Generalized Deepfake Image Detection using Convolution and Attention Mechanisms with Spatial and Frequency Domain Features—0
A Preliminary Exploration with GPT-4o Voice Mode—0
Exploring Active Data Selection Strategies for Continuous Training in Deepfake Detection—0
Improving the Perturbation-Based Explanation of Deepfake Detectors Through the Use of Adversarially-Generated SamplesCode0
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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