Deepfakes and beyond: A Survey of face manipulation and fake detection

Tolosana, Ruben, Vera-Rodriguez, Ruben, Fierrez, Julian, Morales, Aythami, Ortega-Garcia, Javier·2020·Information Fusion
DOI 10.1016/j.inffus.2020.06.014

Cited by (1,004)

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  27. Use of Transfer Learning for Affordable In-Context Fake Review Generation
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  37. Demographic Fairness and Accountability of Audio- and Video-Based Unimodal and Bi-modal Deepfake Detectors
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  38. Analysis of Generative Deep Learning Models and Features of Their Implementation on the Example of WGAN
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  39. A Survey of DeepFakes Generation and Detection
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  62. A bidirectional-LSTM method based on temporal features for deep fake face detection in videos
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  65. Attending Generalizability in Course of Deep Fake Detection by Exploring Multi-task Learning
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  68. Deep Fake Image Classification Engine Using Inception-ResNet-V1 Network
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  69. Utilizing NFT Technology and Generative AI for Deep Fake Detection and Media Authentication
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  70. Enhancing Deepfake Detection with a Hybrid CNN-BiLSTM Approach
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  71. Adversarial Attacks on Deepfake Detectors and Defence Mechanisms: A Cyber Security Model
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  72. Enhancing Voice Authentication with a Hybrid Deep Learning and Active Learning Approach for Deepfake Detection
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  73. An Effective Blockchain Technique to Resist Against Deepfake Videos
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  74. Adaptive Door Opening Control Algorithm of Bio-Inspired Mobile Manipulator Based on Synchronous Sensing
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  75. A shared updatable method of content regulation for deepfake videos based on blockchain
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  76. What makes you, you? Analyzing Recognition by Swapping Face Parts
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  77. Digital Modernity
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  78. IoT based application designing of Deep Fake Test for Face animation
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  79. Blockwise Spectral Analysis for Deepfake Detection in High-fidelity Videos
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  80. Content-Insensitive Dynamic Lip Feature Extraction for Visual Speaker Authentication Against Deepfake Attacks
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  81. PAD-Phys: Exploiting Physiology for Presentation Attack Detection in Face Biometrics
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  82. Real is not True: Backdoor Attacks Against Deepfake Detection
    Hong Sun, Ziqiang Li, Lei Liu, Bin Li · 2023 · International Conference on Big Data and Information Analytics (BigDIA)
  83. Exploiting Backdoors of Face Synthesis Detection with Natural Triggers
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  84. A novel attribute-based generation architecture for facial image editing
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  85. DeepFake Creation and Detection Using LSTM, ResNext
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  86. Face Beneath the Ink: Synthetic Data and Tattoo Removal with Application to Face Recognition
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  87. A Face Preprocessing Approach for Improved DeepFake Detection
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  88. Good Artists Copy, Great Artists Steal: Model Extraction Attacks Against Image Translation Generative Adversarial Networks.
    Sebastian Szyller, Vasisht Duddu, Tommi Gröndahl, N. Asokan · 2021 · arXiv (Cornell University)
  89. Critical Contour Prior-Guided Graph Learning With Pose Calibration for Identity-Aware Deepfake Detection
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  90. Current State of Deepfake Detection and Generation: A Review
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  91. Facial Segmentation in Deepfake Classification: a Transfer Learning Approach
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  92. High-resolution network-based multi-feature fusion for generalized forgery detection
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  93. Robust manipulated media localization and detection based on high frequency and texture features
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  94. Navigating Deepfakes with Data Science: A Multi-Modal Analysis and Blockchain-Based Detection Framework
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  95. A Comparison and Critical Reflection of Information Disorder Detection Techniques: Performing a Cross-Data and Cross-Model Evaluation
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  96. KAD-Net: Kolmogorov-Arnold and differential-aware networks for robust and sensitive proactive deepfake forensics
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  97. A Deepfake Detection Using Convolutional Neural Networks (CNN): A Robust Spatial Feature-Based Approach
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  98. MDL-Net: Multi-Task Learning Network for Face Forgery Detection and Localization Using Dual-Stream Feature Extraction and Reconstruction
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  99. Adversarial Reality for Evading Deepfake Image Detectors
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  100. Countering synthetic realities: Advances, challenges, and future directions in deepfake image detection
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