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FaceForensics++

Description: A benchmark dataset of manipulated facial videos used to develop and evaluate methods for detecting deepfakes.
OpenAlex ID: keywords/faceforensics
FaceForensics++: Learning to Detect Manipulated Facial Images
2019 · Andreas Rossler, Davide Cozzolino, et al. · IEEE/CVF International Conference on Computer Vision (ICCV) · 3,292
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Thinking in Frequency: Face Forgery Detection by Mining Frequency-Aware Clues
2020 · Yuyang Qian, Guojun Yin, et al. · Lecture notes in computer science · 1,048
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FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals
2020 · Umur Aybars Ciftci, Ilke Demir, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 497
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Two-Branch Recurrent Network for Isolating Deepfakes in Videos
2020 · Iacopo Masi, Aditya Killekar, et al. · Lecture notes in computer science · 469
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Recurrent Convolutional Strategies for Face Manipulation Detection in Videos
2019 · Sabir, Ekraam, Cheng, Jiaxin, et al. · arXiv (Cornell University) · 443
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Deepfake Video Detection through Optical Flow Based CNN
2019 · Irene Amerini, Leonardo Galteri, et al. · 424
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DeepFake Detection Based on Discrepancies Between Faces and Their Context
2021 · Yuval Nirkin, Lior Wolf, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 312
Recurrent Convolutional Structures for Audio Spoof and Video Deepfake Detection
2020 · Akash Chintha, Bao Thai, et al. · IEEE Journal of Selected Topics in Signal Processing · 226
DeepRhythm
2020 · Hua Qi, Qing Guo, et al. · ACM International Conference on Multimedia (ACM MM) · 216
Free-Form Video Inpainting With 3D Gated Convolution and Temporal PatchGAN
2019 · Ya-Liang Chang, Zhe Yu Liu, et al. · IEEE/CVF International Conference on Computer Vision (ICCV) · 202
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OC-FakeDect: Classifying Deepfakes Using One-class Variational Autoencoder
2020 · Hasam Khalid, Simon S. Woo · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 197
Unmasking DeepFakes with simple Features
2019 · Durall, Ricard, Keuper, Margret, et al. · arXiv (Cornell University) · 184
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Improving the Efficiency and Robustness of Deepfakes Detection through Precise Geometric Features
2021 · Zekun Sun, Yujie Han, et al. · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 180
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Deepfake Detection through Deep Learning
2020 · Deng Pan, Lixian Sun, et al. · IEEE/ACM International Conference on Big Data Computing, Applications and Technologies (BDCAT) · 174
Deepfake detection using convolutional vision transformers and convolutional neural networks
2024 · Ahmed Hatem Soudy, Omnia Sayed, et al. · Neural Computing and Applications · 127
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning
2021 · Minha Kim, Shahroz Tariq, et al. · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 118
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A Machine Learning Based Approach for Deepfake Detection in Social Media Through Key Video Frame Extraction
2021 · Alakananda Mitra, Saraju P. Mohanty, et al. · SN Computer Science · 117
MSTA-Net: Forgery Detection by Generating Manipulation Trace Based on Multi-Scale Self-Texture Attention
2021 · Jiachen Yang, Shuai Xiao, et al. · IEEE Transactions on Circuits and Systems for Video Technology · 115
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance
2021 · Ruben Tolosana, Sergio Romero-Tapiador, et al. · Lecture notes in computer science · 113
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FakeLocator: Robust Localization of GAN-Based Face Manipulations
2022 · Yihao Huang, Felix Juefei-Xu, et al. · IEEE Transactions on Information Forensics and Security · 102
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DFDT: An End-to-End DeepFake Detection Framework Using Vision Transformer
2022 · Aminollah Khormali, Jiann-Shiun Yuan · Applied Sciences · 87
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Detecting DeepFake, FaceSwap and Face2Face facial forgeries using frequency CNN
2021 · Aditi Kohli, Abhinav Gupta · Multimedia Tools and Applications · 85
Fighting Fake News: Two Stream Network for Deepfake Detection via Learnable SRM
2021 · Bing Han, Xiaoguang Han, et al. · IEEE Transactions on Biometrics Behavior and Identity Science · 77
Real-Time Deepfake Video Detection Using Eye Movement Analysis with a Hybrid Deep Learning Approach
2024 · Muhammad Javed, Zhaohui Zhang, et al. · Electronics · 76
Where Do Deep Fakes Look? Synthetic Face Detection via Gaze Tracking
2021 · Ilke Demir, Umur Aybars Ciftci · ACM Symposium on Eye Tracking Research and Applications (ETRA) · 74
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Works count: 844
Citation count: 13,350
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