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Voice-Face Homogeneity Tells Deepfake
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-3-030-58571-6_39openalex-snapshot
Two-Branch Recurrent Network for Isolating Deepfakes in Videos
inferredcites →https://doi.org/10.1007/978-3-030-58610-2_6openalex-snapshot
Thinking in Frequency: Face Forgery Detection by Mining Frequency-Aware Clues
inferredcites →https://doi.org/10.1007/s00530-021-00837-yopenalex-snapshot
Multiple forgeries identification in digital video based on correlation consistency between entropy coded frames
inferredcites →https://doi.org/10.1007/s11042-020-09974-4openalex-snapshot
A comprehensive survey on passive techniques for digital video forgery detection
inferredcites →https://doi.org/10.1007/s11042-021-10989-8openalex-snapshot
Multiple forgery detection and localization technique for digital video using PCT and NBAP
inferredcites →https://doi.org/10.1016/j.cub.2003.09.005openalex-snapshot
`Putting the Face to the Voice'
inferredcites →https://doi.org/10.1016/j.cviu.2021.103170openalex-snapshot
Fake face detection via adaptive manipulation traces extraction network
inferredcites →https://doi.org/10.1016/j.cviu.2022.103587openalex-snapshot
A data augmentation framework by mining structured features for fake face image detection
inferredcites →https://doi.org/10.1016/j.eswa.2022.119361openalex-snapshot
Rethinking gradient operator for exposing AI-enabled face forgeries
inferredcites →https://doi.org/10.1016/j.knosys.2022.108223openalex-snapshot
IPGAN: Identity-Preservation Generative Adversarial Network for unsupervised photo-to-caricature translation
inferredcites →https://doi.org/10.1073/pnas.2110013119openalex-snapshot
Deepfake detection by human crowds, machines, and machine-informed crowds
inferredcites →https://doi.org/10.1109/cvpr.2019.00453openalex-snapshot
A Style-Based Generator Architecture for Generative Adversarial Networks
inferredcites →https://doi.org/10.1109/dicta56598.2022.10034605openalex-snapshot
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization
inferredcites →https://doi.org/10.1109/tip.2021.3128322openalex-snapshot
Loss Re-Scaling VQA: Revisiting the Language Prior Problem From a Class-Imbalance View
inferredcites →https://doi.org/10.1109/tip.2022.3157450openalex-snapshot
Multi-Modal Remote Sensing Image Matching Considering Co-Occurrence Filter
inferredcites →https://doi.org/10.1109/tmm.2021.3118287openalex-snapshot
Audio-Driven Talking Video Frame Restoration
inferredcites →https://doi.org/10.1109/tmm.2023.3237169openalex-snapshot
Exposing Deepfake Face Forgeries With Guided Residuals
inferredcites →https://doi.org/10.1111/j.1467-8659.2004.00799.xopenalex-snapshot
Exchanging Faces in Images
inferredcites →https://doi.org/10.1145/3240508.3240601openalex-snapshot
Face-Voice Matching using Cross-modal Embeddings
inferredcites →https://doi.org/10.1145/3287309openalex-snapshot
Reconstructing 3D Face Models by Incremental Aggregation and Refinement of Depth Frames
inferredcites →https://doi.org/10.1145/3394171.3413532openalex-snapshot
A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild
inferredcites →https://doi.org/10.1145/3399659openalex-snapshot
Eye-based Recognition for User Identification on Mobile Devices
inferredcites →https://doi.org/10.1145/3432817openalex-snapshot
SPGAN: Face Forgery Using Spoofing Generative Adversarial Networks
inferredcites →https://doi.org/10.1145/3472810openalex-snapshot
Age-Invariant Face Recognition by Multi-Feature Fusionand Decomposition with Self-attention
inferredcites →https://doi.org/10.1145/3499026openalex-snapshot
Detection of AI-Manipulated Fake Faces via Mining Generalized Features
inferredcites →https://doi.org/10.1145/3536426openalex-snapshot
Deepfake Video Detection via Predictive Representation Learning
inferredcites →https://doi.org/10.1145/3542698openalex-snapshot
A Study of Human–AI Symbiosis for Creative Work: Recent Developments and Future Directions in Deep Learning
inferredcites →https://doi.org/10.1145/3558004openalex-snapshot
TCSD: Triple Complementary Streams Detector for Comprehensive Deepfake Detection
inferredcites →https://doi.org/10.1145/3571857openalex-snapshot
High-Fidelity Face Reenactment Via Identity-Matched Correspondence Learning
inferredcites →https://doi.org/10.1145/3581783.3611696openalex-snapshot
Sample Less, Learn More: Efficient Action Recognition via Frame Feature Restoration
inferredcites →https://doi.org/10.24963/ijcai.2021/98openalex-snapshot
AdaVQA: Overcoming Language Priors with Adapted Margin Cosine Loss
inferredcites →https://doi.org/10.48550/arxiv.1807.03748openalex-snapshot
Representation Learning with Contrastive Predictive Coding
inferredcites →https://doi.org/10.48550/arxiv.1812.08685openalex-snapshot
DeepFakes: a New Threat to Face Recognition? Assessment and Detection
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.2139/ssrn.4673119openalex-extracted
Ddformer:Deepfake Detection with Multimodal Fusion Transformer
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P‐3.4: A Comprehensive Review of Challenges in Artificial Intelligence Text‐to‐Image Generation Applications
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Constructing Audio-Visual Heterogeneous Graphs for Deepfake Detection
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MAPF-Lite: A Parameter-Efficient Multi-modal Framework for High-Fidelity Deepfake Detection
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DDformer: Deepfake Detection with Multimodal Fusion Transformer
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Tell Fake from Real: Temporal Forgery Localization with Fake-Real Guided Cross-Modal-Reconstruction
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MC-AVD: Generalizable Audio-Visual Deepfake Detection via Multi-modal Collaboration
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Attention-Based Early and Late Fusion of Audio Visual for Deepfake Detection
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An LLM-based Fact-Checking Approach for Multilingual Fake News Detection in Short-Form Video News
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A systematic literature review on deepfake detection techniques
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Fine-Grained Multimodal DeepFake Classification via Heterogeneous Graphs
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Enhancing multimodal deepfake detection with local–global feature integration and diffusion models
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A review of deep learning based multimodal forgery detection for video and audio
inferred← citeshttps://doi.org/10.1007/s44196-025-00911-7openalex-snapshot
Audio–Visual Synchronization and Lip Movement Analysis for Real-Time Deepfake Detection
inferred← citeshttps://doi.org/10.1016/j.aej.2025.12.001openalex-snapshot
CCFormer: A cascaded transformer framework for precise temporal audio-visual deepfake localization
inferred← citeshttps://doi.org/10.1016/j.asoc.2023.110124openalex-snapshot
AVFakeNet: A unified end-to-end Dense Swin Transformer deep learning model for audio–visual deepfakes detection
inferred← citeshttps://doi.org/10.1016/j.compeleceng.2025.110860openalex-snapshot
HTMDF-DD: Hybrid triple modality based spatial–temporal features early fusion for deepfake detection
inferred← citeshttps://doi.org/10.1016/j.cviu.2024.104133openalex-snapshot
Audio–visual deepfake detection using articulatory representation learning
inferred← citeshttps://doi.org/10.1016/j.cviu.2026.104900openalex-snapshot
Multi-modal adapter for AI-generated image detection
inferred← citeshttps://doi.org/10.1016/j.imavis.2025.105461openalex-snapshot
NPVForensics: Learning VA correlations in non-critical phoneme–viseme regions for deepfake detection
inferred← citeshttps://doi.org/10.1016/j.inffus.2023.102103openalex-snapshot
Generation and detection of manipulated multimodal audiovisual content: Advances, trends and open challenges
inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103708openalex-snapshot
Improving deepfake detection with predictive inter-modal alignment and feature reconstruction in audio–visual asynchrony scenarios
inferred← citeshttps://doi.org/10.1016/j.ins.2026.123165openalex-snapshot
Beyond static cues: Detecting fine-grained forgeries via temporal inconsistencies in facial dynamics
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.116214openalex-snapshot
AMID: Audio–visual deepfake detection via adaptive multi-dimensional interaction modeling
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.129256openalex-snapshot
Spatio-temporal knowledge distilled video vision transformer (STKD-VViT) for multimodal deepfake detection
inferred← citeshttps://doi.org/10.1016/j.neucom.2026.133067openalex-snapshot
AVSCNet: A dual-branch network for synchronization detection and content consistency learning in audio-video forgery detection
inferred← citeshttps://doi.org/10.1016/j.neucom.2026.134853openalex-snapshot
CVDSC-Net: A synchronization-content decoupling dual-branch network for audio-video forgery detection
inferred← citeshttps://doi.org/10.1016/j.patcog.2024.111299openalex-snapshot
Real face foundation representation learning for generalized deepfake detection
inferred← citeshttps://doi.org/10.1080/10447318.2025.2508315openalex-snapshot
Beyond Words: The Influence of Character-Inspired Voices on Human-AI Dialogue System
inferred← citeshttps://doi.org/10.1109/access.2024.3382196openalex-snapshot
Enhancing Deepfake Detection With Diversified Self-Blending Images and Residuals
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Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge
inferred← citeshttps://doi.org/10.1109/aidas67696.2025.11213834openalex-snapshot
Quantitative Analysis of Deepfake Detection Using XceptionNet and MesoNet
inferred← citeshttps://doi.org/10.1109/apcit62007.2024.10673438openalex-snapshot
Audio Deepfake Detection and Classification
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StreamSentry: A Multimodal Deepfake Detection Framework for Edge Devices with Dynamic Sliding Window Temporal Anchoring Protocol
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Multimodaltrace: Deepfake Detection using Audiovisual Representation Learning
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A Sophisticated Framework Designed for Deepfake Detection Using CNN and LSTM for Enhanced Accuracy
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TransFS: Face Swapping Using Transformer
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Multimodal Forgery Detection in Videos Using a Tri-Network Model
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Cross-Modality and Within-Modality Regularization for Audio-Visual Deepfake Detection
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SpecViT: A Custom Vision-Transformer based Approach for Audio Deepfake Detection
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Audio-Visual Deepfake Detection With Local Temporal Inconsistencies
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Adaptive Contribution Modulation For Multi-Modal Manipulation Media Detection and Grounding
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MSCT: Differential Cross-Modal Attention for Deepfake Detection
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HybridMask: Facial-Guided Cross-Modal Fusion for Multimodal Deepfake Detection
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Leveraging Large Multimodal Models for Audio-Video Deepfake Detection: A Pilot Study
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Audio-Visual Deepfake Generation and Detection: An Exploratory Survey
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A Review of Deepfake Technology: Advancements in Detection and Generation Methods, Datasets and Tools
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Temporal Localization of Deepfake Audio Based on Self-Supervised Pretraining Models and Transformer Classifier
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CFO-AV: Cross-Modal Adaptive Conflict-Aware Framework for Audio-Visual Deepfake Detection
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Distinguishing Abstracts of Human-Written and ChatGPT-Generated Papers in the Field of Computer Science
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Intra-Modal and Cross-Modal Synchronization for Audio-Visual Deepfake Detection and Temporal Localization
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PIA: Deepfake Detection Using Phoneme-Temporal and Identity-Dynamic Analysis
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AVSecure: An Audio-Visual Watermarking Framework for Proactive Deepfake Detection
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Deepfake Face Provenance for Proactive Forensics
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An Efficient Deep Video Model For Deepfake Detection
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Statistics-Aware Audio-Visual Deepfake Detector
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MIS-AVoiDD: Modality Invariant and Specific Representation for Audio-Visual Deepfake Detection
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Aurora: Adaptive Audio-Video Multi-Scale Attention Fusion for Deepfake Detection
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Deepfake Technology: Negative Impacts, Mitigation Methods, and Preventive Algorithms
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A Review of Deepfake Detection Techniques: Approaches, Challenges, and Future Directions
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Straight Through Gumbel Softmax Estimator based Bimodal Neural Architecture Search for Audio-Visual Deepfake Detection
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Contextual Cross-Modal Attention for Audio-Visual Deepfake Detection and Localization
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A Comprehensive Comparative Analysis of Deepfake Detection Techniques in Visual, Audio, and Audio-Visual Domains
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AVT$^{2}$-DWF: Improving Deepfake Detection With Audio-Visual Fusion and Dynamic Weighting Strategies
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Big Brother Is Watching: Proactive Deepfake Detection via Learnable Hidden Face
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Research on the Development and Countermeasures of New Cybercrime Oriented to Deepfake Technology
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Domain-Adaptive Representation Learning for Multimodal Deepfake Detection
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PVASS-MDD: Predictive Visual-Audio Alignment Self-Supervision for Multimodal Deepfake Detection
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MCL: Multimodal Contrastive Learning for Deepfake Detection
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Distilling Multi-Level Semantic Cues Across Multi-Modalities for Face Forgery Detection
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TransHFC: Joints Hypergraph Filtering Convolution and Transformer Framework for TemporalForgery Localization
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Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method With Forgery Style Mixture
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AVIR: Audio-Visual Information Refinement for Robust Multimodal Deepfake Detection
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SRG-OSyNet: A Neuro-Oscillation Inspired Audio-Visual Network for Deepfake Detection
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Towards Benchmarking and Evaluating Deepfake Detection
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Leveraging Pixel Difference Feature for Deepfake Detection
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AVoiD-DF: Audio-Visual Joint Learning for Detecting Deepfake
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SAGNet: Decoupling Semantic-Agnostic Artifacts From Limited Training Data for Robust Generalization in Deepfake Detection
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FauForensics: Boosting Audio-Visual Deepfake Detection With Facial Action Units
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Adaptive Affinity Memorization With Layer Mutation for Multimodal Deepfake Continual Detection
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Integrating Audio-Visual Features For Multimodal Deepfake Detection
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Audio-Visual Deepfake Detection via Multi-Teacher Distillation of Content and Semantic Consistency
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A-V Representation Learning via Audio Shift Prediction for Multimodal Deepfake Detection and Temporal Localization
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Diffusion Facial Forgery Detection
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Building Robust Video-Level Deepfake Detection via Audio-Visual Local-Global Interactions
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Parents and Children: Distinguishing Multimodal Deepfakes from Natural Images
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Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection
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Self-supervised Bidirectional Synchronization Estimation for Multimodal Deepfake Detection with Short-term Dependency
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Frequency-Enhanced Multi-Modal Consistency Learning for Audio-Visual Deepfake Detection
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Analytic Synaptic Dynamic Scaling Balancer for Multimodal Deepfake Continual Detection
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Multi-spectral Class Center Network for Face Manipulation Localization
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Multimodal Deepfake Detection with Quantum State Inspired Analytic Incremental Adaptability Learning
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Review of AIGC passive detection and proactive protection
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Noise Based Deepfake Detection via Multi-Head Relative-Interaction
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Human Voice: Legal Protection Challenges
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CMRRL-Net: Cross-Modal Reconstruction Residual Learning for Audio–Visual Deepfake Detection
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DualStreamNet : Robust Audio-Video Deep Fake Media Detection Using Complimentary Information Fusion
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From Black Boxes to Glass Boxes: Explainable AI for Trustworthy Deepfake Forensics
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Temporal Feature Prediction in Audio–Visual Deepfake Detection
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Analyzing temporal coherence for deepfake video detection
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Deepfake Detection in Video and Audio Clips: A Comprehensive Survey and Analysis
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