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TCSD: Triple Complementary Streams Detector for Comprehensive Deepfake Detection

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1016/j.patcog.2021.107950openalex-snapshot
PRRNet: Pixel-Region relation network for face forgery detection
inferredcites →https://doi.org/10.1016/j.sigpro.2020.107616openalex-snapshot
Identification of deep network generated images using disparities in color components
inferredcites →https://doi.org/10.1109/avss40639.2017openalex-snapshot
2017 14th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)
inferredcites →https://doi.org/10.1109/btas46853.2019openalex-snapshot
2019 IEEE 10th International Conference on Biometrics Theory, Applications and Systems (BTAS)
inferredcites →https://doi.org/10.1109/cvpr.2014.241openalex-snapshot
One millisecond face alignment with an ensemble of regression trees
inferredcites →https://doi.org/10.1109/cvpr.2016.262openalex-snapshot
Face2Face: Real-Time Face Capture and Reenactment of RGB Videos
inferredcites →https://doi.org/10.1109/cvpr.2018.00702openalex-snapshot
Towards Open-Set Identity Preserving Face Synthesis
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00296openalex-snapshot
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00327openalex-snapshot
Celeb-DF: A Large-Scale Challenging Dataset for DeepFake Forensics
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00505openalex-snapshot
Face X-Ray for More General Face Forgery Detection
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00872openalex-snapshot
CNN-Generated Images Are Surprisingly Easy to Spot… for Now
inferredcites →https://doi.org/10.1109/cvpr46437.2021.00500openalex-snapshot
Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection
inferredcites →https://doi.org/10.1109/icassp34228.2018openalex-snapshot
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
inferredcites →https://doi.org/10.1109/iccv.2015.123openalex-snapshot
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
inferredcites →https://doi.org/10.1109/iccv.2017.397openalex-snapshot
Fast Face-Swap Using Convolutional Neural Networks
inferredcites →https://doi.org/10.1109/iccv.2017.74openalex-snapshot
Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization
inferredcites →https://doi.org/10.1109/iccv.2019.00009openalex-snapshot
FaceForensics++: Learning to Detect Manipulated Facial Images
inferredcites →https://doi.org/10.1109/iccv48922.2021.01477openalex-snapshot
Exploring Temporal Coherence for More General Video Face Forgery Detection
inferredcites →https://doi.org/10.1109/iccvw.2019.00152openalex-snapshot
Deepfake Video Detection through Optical Flow Based CNN
inferredcites →https://doi.org/10.1109/icip40778.2020openalex-snapshot
2020 IEEE International Conference on Image Processing (ICIP)
inferredcites →https://doi.org/10.1109/ijcb52358.2021.9484408openalex-snapshot
Bita-Net: Bi-temporal Attention Network for Facial Video Forgery Detection
inferredcites →https://doi.org/10.1109/tbiom.2021.3065735openalex-snapshot
Fighting Fake News: Two Stream Network for Deepfake Detection via Learnable SRM
inferredcites →https://doi.org/10.1109/tifs.2012.2190402openalex-snapshot
Rich Models for Steganalysis of Digital Images
inferredcites →https://doi.org/10.1109/tifs.2013.2265677openalex-snapshot
Exposing Digital Image Forgeries by Illumination Color Classification
inferredcites →https://doi.org/10.1109/tifs.2020.3047768openalex-snapshot
Detection of Fake and Fraudulent Faces via Neural Memory Networks
inferredcites →https://doi.org/10.1109/tnnls.2022.3233063openalex-snapshot
Detection of Deepfake Videos Using Long-Distance Attention
inferredcites →https://doi.org/10.1109/tpami.2003.1227983openalex-snapshot
Face recognition based on fitting a 3D morphable model
inferredcites →https://doi.org/10.1109/tpami.2020.3009287openalex-snapshot
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals
inferredcites →https://doi.org/10.1109/wacvw.2019.00020openalex-snapshot
Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations
inferredcites →https://doi.org/10.1109/wifs41869.2017openalex-snapshot
2017 IEEE Workshop on Information Forensics and Security (WIFS)
inferredcites →https://doi.org/10.1109/wifs45029.2018openalex-snapshot
2018 IEEE International Workshop on Information Forensics and Security (WIFS)
inferredcites →https://doi.org/10.1145/2542205.2542208openalex-snapshot
Content-based copy detection through multimodal feature representation and temporal pyramid matching
inferredcites →https://doi.org/10.1145/2909827.2930786openalex-snapshot
A Deep Learning Approach to Universal Image Manipulation Detection Using a New Convolutional Layer
inferredcites →https://doi.org/10.1145/3082031.3083247openalex-snapshot
Recasting Residual-based Local Descriptors as Convolutional Neural Networks
inferredcites →https://doi.org/10.1145/3306346.3323035openalex-snapshot
Deferred neural rendering
inferredcites →https://doi.org/10.1145/3355394openalex-snapshot
Efficient Image Hashing with Geometric Invariant Vector Distance for Copy Detection
inferredcites →https://doi.org/10.1145/3394171.3413570openalex-snapshot
Emotions Don't Lie
inferredcites →https://doi.org/10.1145/3394171.3413700openalex-snapshot
Not made for each other- Audio-Visual Dissonance-based Deepfake Detection and Localization
inferredcites →https://doi.org/10.1145/3394171.3413707openalex-snapshot
DeepRhythm
inferredcites →https://doi.org/10.1145/3394171.3413769openalex-snapshot
WildDeepfake
inferredcites →https://doi.org/10.1145/3394171.3414034openalex-snapshot
Sharp Multiple Instance Learning for DeepFake Video Detection
inferredcites →https://doi.org/10.1145/3408299openalex-snapshot
Controlling Neural Learning Network with Multiple Scales for Image Splicing Forgery Detection
inferredcites →https://doi.org/10.1145/3474085.3475508openalex-snapshot
Spatiotemporal Inconsistency Learning for DeepFake Video Detection
inferredcites →https://doi.org/10.1145/3499026openalex-snapshot
Detection of AI-Manipulated Fake Faces via Mining Generalized Features
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization
inferredcites →https://doi.org/10.48550/arxiv.1811.00656openalex-snapshot
Exposing DeepFake Videos By Detecting Face Warping Artifacts
inferredcites →https://doi.org/10.48550/arxiv.1905.00582openalex-snapshot
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos
inferredcites →https://doi.org/10.48550/arxiv.1912.13457openalex-snapshot
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping
inferredcites →https://doi.org/10.48550/arxiv.2009.07480openalex-snapshot
A Convolutional LSTM based Residual Network for Deepfake Video Detection

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/pra2.1139openalex-snapshot
Humans Versus Machines: A Deepfake Detection Faceoff
inferred← citeshttps://doi.org/10.1007/978-981-95-3551-4_24openalex-snapshot
Advancing Deepfake Detection Through Head Pose Estimation on New-Generation Datasets
inferred← citeshttps://doi.org/10.1007/s10044-024-01391-9openalex-snapshot
Exploiting optimized forgery representation space for general fake face detection
inferred← citeshttps://doi.org/10.1007/s11633-025-1616-7openalex-snapshot
GTCP: A General Traces Compensation Purifier for Enhancing the Adversarial Robustness of Deepfake Detection
inferred← citeshttps://doi.org/10.1016/j.jisa.2025.103994openalex-snapshot
Leveraging High-Frequency Diversified Augmentation for general deepfake detection
inferred← citeshttps://doi.org/10.1109/access.2024.3382196openalex-snapshot
Enhancing Deepfake Detection With Diversified Self-Blending Images and Residuals
inferred← citeshttps://doi.org/10.1109/lsp.2026.3714736openalex-snapshot
Beyond Causal Models: Multi-Scale Linear Local Attention for AI-Generated Image Detection
inferred← citeshttps://doi.org/10.1109/tcsvt.2026.3691216openalex-snapshot
AVIR: Audio-Visual Information Refinement for Robust Multimodal Deepfake Detection
inferred← citeshttps://doi.org/10.1109/tifs.2023.3332218openalex-snapshot
Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection
inferred← citeshttps://doi.org/10.1145/3612928openalex-snapshot
Head Pose Estimation Patterns as Deepfake Detectors
inferred← citeshttps://doi.org/10.1145/3623639openalex-snapshot
Detecting Deepfake Videos using Spatiotemporal Trident Network
inferred← citeshttps://doi.org/10.1145/3625231openalex-snapshot
Voice-Face Homogeneity Tells Deepfake
inferred← citeshttps://doi.org/10.1145/3629976openalex-snapshot
DeepMark: A Scalable and Robust Framework for DeepFake Video Detection
inferred← citeshttps://doi.org/10.1145/3638556openalex-snapshot
PADVG: A Simple Baseline of Active Protection for Audio-Driven Video Generation
inferred← citeshttps://doi.org/10.1145/3657297openalex-snapshot
Domain-invariant and Patch-discriminative Feature Learning for General Deepfake Detection
inferred← citeshttps://doi.org/10.1145/3664654openalex-snapshot
Spatiotemporal Inconsistency Learning and Interactive Fusion for Deepfake Video Detection
inferred← citeshttps://doi.org/10.1145/3716827openalex-snapshot
GANK: Dynamic Geometric and Appearance Features for Efficient and Robust Detection of Face Forgery
inferred← citeshttps://doi.org/10.1145/3747296openalex-snapshot
Multi-spectral Class Center Network for Face Manipulation Localization
inferred← citeshttps://doi.org/10.1145/3760526openalex-snapshot
Advancements in AI-Generated Content Forensics: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1145/3778030openalex-snapshot
ForgeFinder: Perceptive Multimodal Deepfake Detection via Multi-grained Forgery Localization
inferred← citeshttps://doi.org/10.11591/ijeecs.v32.i2.pp1168-1176openalex-snapshot
A survey on deepfake video detection datasets
inferred← citeshttps://doi.org/10.1360/ssi-2025-0043openalex-snapshot
Review of AIGC passive detection and proactive protection
inferred← citeshttps://doi.org/10.53370/001c.127955openalex-snapshot
An Efficient Deepfake Detection System Using ConvoReinAutoNet and GeoFisherNet
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