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 301–350 of 580 papers

TitleStatusHype
Herd Mentality in Augmentation -- Not a Good Idea! A Robust Multi-stage Approach towards Deepfake DetectionCode0
Exploring Strengths and Weaknesses of Super-Resolution Attack in Deepfake Detection—0
A Multimodal Framework for Deepfake Detection—0
Social Media Authentication and Combating Deepfakes using Semi-fragile Invisible Image Watermarking—0
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis—0
A Hybrid Quantum-Classical AI-Based Detection Strategy for Generative Adversarial Network-Based Deepfake Attacks on an Autonomous Vehicle Traffic Sign Classification System—0
Leveraging Mixture of Experts for Improved Speech Deepfake Detection—0
Representation Loss Minimization with Randomized Selection Strategy for Efficient Environmental Fake Audio Detection—0
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection—0
Deep Learning Technology for Face Forgery Detection: A Survey—0
Are Music Foundation Models Better at Singing Voice Deepfake Detection? Far-Better Fuse them with Speech Foundation Models—0
Strong Alone, Stronger Together: Synergizing Modality-Binding Foundation Models with Optimal Transport for Non-Verbal Emotion Recognition—0
SpoofCeleb: Speech Deepfake Detection and SASV In The Wild—0
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes—0
Investigating Causal Cues: Strengthening Spoofed Audio Detection with Human-Discernible Linguistic Features—0
Exploring WavLM Back-ends for Speech Spoofing and Deepfake Detection—0
Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection—0
USTC-KXDIGIT System Description for ASVspoof5 Challenge—0
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge—0
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding ApproachCode0
Easy, Interpretable, Effective: openSMILE for voice deepfake detection—0
2D-Malafide: Adversarial Attacks Against Face Deepfake Detection SystemsCode0
Analyzing the Impact of Splicing Artifacts in Partially Fake Speech Signals—0
Guided and Fused: Efficient Frozen CLIP-ViT with Feature Guidance and Multi-Stage Feature Fusion for Generalizable Deepfake Detection—0
Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style MixtureCode0
Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio?Code0
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge—0
Penny-Wise and Pound-Foolish in Deepfake DetectionCode0
WavLM model ensemble for audio deepfake detectionCode0
ED^4: Explicit Data-level Debiasing for Deepfake Detection—0
Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge—0
IDRetracor: Towards Visual Forensics Against Malicious Face Swapping—0
Detecting Audio-Visual Deepfakes with Fine-Grained Inconsistencies—0
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild—0
WWW: Where, Which and Whatever Enhancing Interpretability in Multimodal Deepfake DetectionCode0
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection—0
Deepfake Media Forensics: State of the Art and Challenges Ahead—0
SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection—0
UniForensics: Face Forgery Detection via General Facial Representation—0
LookupForensics: A Large-Scale Multi-Task Dataset for Multi-Phase Image-Based Fact Verification—0
Statistics-aware Audio-visual Deepfake Detector—0
Exploring the Impact of Moire Pattern on Deepfake Detectors—0
GROOT: Generating Robust Watermark for Diffusion-Model-Based Audio Synthesis—0
Targeted Augmented Data for Audio Deepfake Detection—0
Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models—0
GM-DF: Generalized Multi-Scenario Deepfake DetectionCode0
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake DetectionCode0
PUDD: Towards Robust Multi-modal Prototype-based Deepfake Detection—0
A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake DetectionCode0
Media Forensics and Deepfake Systematic Survey—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