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Deepfake defense not only requires the research of detection but also requires the efforts of generation methods.
Least-squares estimation of transformation parameters between two point patterns
Shinji Umeyama · 1991
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Color transfer between images
Erik Reinhard, Michael Adhikhmin, Bruce Gooch, and Peter Shirley · 2001
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Poisson image editing
Patrick Pérez, Michel Gangnet, and Andrew Blake · 2003
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Image quality assessment: from error visibility to structural similarity
Zhou Wang, Alan C Bovik, Hamid R Sheikh, and Eero P Simoncelli · 2004
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Structural similarity-based object tracking in video sequences
Artur Loza, Lyudmila Mihaylova, Nishan Canagarajah, and David Bull · 2006
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Automated colour grading using colour distribution transfer
François Pitié, Anil C Kokaram, and Rozenn Dahyot · 2007
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Dlib-ml: A machine learning toolkit
Davis E King · 2009
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Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Perceptual losses for real-time style transfer and super-resolution
Justin Johnson, Alexandre Alahi, and Li Fei-Fei · 2016
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Face2face: Real-time face capture and reenactment of rgb videos
Justus Thies, Michael Zollhofer, Marc Stamminger, Christian Theobalt, and Matthias Nießner · 2016
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Convolution aware initialization
Armen Aghajanyan · 2017
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How far are we from solving the 2d & 3d face alignment problem?(and a dataset of 230,000 3d facial landmarks)
Adrian Bulat and Georgios Tzimiropoulos · 2017
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Deepfakes
Deepfakes · 2017
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S3fd: Single shot scale-invariant face detector
Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, and Stan Z Li · 2017
On face segmentation, face swapping, and face perception
Yuval Nirkin, Iacopo Masi, Anh Tuan Tran, Tal Hassner, and Gérard Medioni · 2018
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Retinaface: Single-stage dense face localisation in the wild
Jiankang Deng, Jia Guo, Yuxiang Zhou, Jinke Yu, Irene Kotsia, and Stefanos Zafeiriou · 2019
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A style-based generator architecture for generative adversarial networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
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Analyzing and improving the image quality of stylegan
Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, and Timo Aila · 2019
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Huangxing Lin, Weihong Zeng, Xinghao Ding, Yue Huang, Chenxi Huang, and John Paisley · 2019
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Joint 3d face reconstruction and dense alignment with position map regression network
Yao Feng, Fan Wu, Xiaohu Shao, Yanfeng Wang, and Xi Zhou · 2018
Cited alongside, same era.
Ternausnet: U-net with vgg11 encoder pre-trained on imagenet for image segmentation
Vladimir Iglovikov and Alexey Shvets · 2018
Cited alongside, same era.
Later among the works it cites.
Faceforensics++: Learning to detect manipulated facial images
Andreas Rossler, Davide Cozzolino, Luisa Verdoliva, Christian Riess, Justus Thies, and Matthias Nießner · 2019
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Fsa-net: Learning fine-grained structure aggregation for head pose estimation from a single image
Tsun-Yi Yang, Yi-Ting Chen, Yen-Yu Lin, and Yung-Yu Chuang · 2019
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The deepfake detection challenge (dfdc) dataset, 2020
Brian Dolhansky, Joanna Bitton, Ben Pflaum, Jikuo Lu, Russ Howes, Menglin Wang, and Cristian Canton Ferrer · 2020
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