Fetching the paper…
Reading the bibliography…
This paper reports methods and results in the DeeperForensics Challenge 2020 on real-world face forgery detection.
FaceWarehouse: A 3d facial expression database for visual computing
Chen Cao, Yanlin Weng, Shun Zhou, Yiying Tong, and Kun Zhou · 2013
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
Earlier work this paper cites.
Joint face detection and alignment using multitask cascaded convolutional networks
Kaipeng Zhang, Zhanpeng Zhang, Zhifeng Li, and Yu Qiao · 2016
Earlier work this paper cites.
Quo vadis, action recognition? a new model and the kinetics dataset
Joao Carreira and Andrew Zisserman · 2017
Earlier work this paper cites.
Learning spatio-temporal features with 3D residual networks for action recognition
Kensho Hara, Hirokatsu Kataoka, and Yutaka Satoh · 2017
Earlier work this paper cites.
The kinetics human action video dataset
Will Kay, Joao Carreira, Karen Simonyan, Brian Zhang, Chloe Hillier, Sudheendra Vijayanarasimhan, Fabio Viola, Tim Green, Trevor Back, Paul Natsev, et al · 2017
Earlier work this paper cites.
A closer look at spatiotemporal convolutions for action recognition
Du Tran, Heng Wang, Lorenzo Torresani, Jamie Ray, Yann LeCun, and Manohar Paluri · 2018
Earlier work this paper cites.
https://github.com/iperov/DeepFaceLab
DeepFaceLab · 2019
Earlier work this paper cites.
https://github.com/deepfakes/faceswap
DeepFakes · 2019
Earlier work this paper cites.
https://github.com/shaoanlu/faceswap-GAN
faceswap-GAN · 2019
Earlier work this paper cites.
Contributing data to deepfake detection research
Google AI Blog · 2019
Cited alongside, same era.
The deepfake detection challenge (DFDC) preview dataset
Brian Dolhansky, Russ Howes, Ben Pflaum, Nicole Baram, and Cristian Canton Ferrer · 2019
Cited alongside, same era.
Improving robustness without sacrificing accuracy with patch gaussian augmentation
Raphael Gontijo Lopes, Dong Yin, Ben Poole, Justin Gilmer, and Ekin D Cubuk · 2019
Cited alongside, same era.
Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter · 2019
Cited alongside, same era.
FaceForensics++: Learning to detect manipulated facial images
Andreas Rössler, Davide Cozzolino, Luisa Verdoliva, Christian Riess, Justus Thies, and Matthias Nießner · 2019
Cited alongside, same era.
https://github.com/EndlessSora/DeeperForensics-1.0/blob/master/dataset/Terms_of_Use.pdf
Terms of use: DeeperForensics-1.0 dataset · 2020
Later among the works it cites.
RandAugment: Practical automated data augmentation with a reduced search space
Ekin D Cubuk, Barret Zoph, Jonathon Shlens, and Quoc V Le · 2020
Later among the works it cites.
On the detection of digital face manipulation
Hao Dang, Feng Liu, Joel Stehouwer, Xiaoming Liu, and Anil K Jain · 2020
Later among the works it cites.
RetinaFace: Single-shot multi-level face localisation in the wild
Jiankang Deng, Jia Guo, Evangelos Ververas, Irene Kotsia, and Stefanos Zafeiriou · 2020
Later among the works it cites.
The deepfake detection challenge dataset
Brian Dolhansky, Joanna Bitton, Ben Pflaum, Jikuo Lu, Russ Howes, Menglin Wang, and Cristian Canton Ferrer · 2020
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
EfficientNet: Rethinking model scaling for convolutional neural networks
Mingxing Tan and Quoc Le · 2019
Cited alongside, same era.
Exposing deep fakes using inconsistent head poses
Xin Yang, Yuezun Li, and Siwei Lyu · 2019
Cited alongside, same era.
https://www.kaggle.com/c/deepfake-detection-challenge
Deepfake Detection Challenge · 2020
Cited alongside, same era.
https://github.com/selimsef/dfdc_deepfake_challenge
Deepfake detection (DFDC) solution by selimsef · 2020
Cited alongside, same era.
https://github.com/EndlessSora/DeeperForensics-1.0/tree/master/perturbation
Perturbation implementation in DeeperForensics-1.0 · 2020
Cited alongside, same era.
DeeperForensics-1.0: A large-scale dataset for real-world face forgery detection
Liming Jiang, Ren Li, Wayne Wu, Chen Qian, and Chen Change Loy · 2020
Later among the works it cites.
FaceShifter: Towards high fidelity and occlusion aware face swapping
Lingzhi Li, Jianmin Bao, Hao Yang, Dong Chen, and Fang Wen · 2020
Later among the works it cites.
DeepFaceLab: A simple, flexible and extensible face swapping framework
Ivan Petrov, Daiheng Gao, Nikolay Chervoniy, Kunlin Liu, Sugasa Marangonda, Chris Umé, Jian Jiang, Luis RP, Sheng Zhang, Pingyu Wu, et al · 2020
Later among the works it cites.
Self-training with noisy student improves ImageNet classification
Qizhe Xie, Minh-Thang Luong, Eduard Hovy, and Quoc V Le · 2020
Later among the works it cites.
Celeb-DF: A large-scale challenging dataset for deepfake forensics
Pu Sun Honggang Qi Yuezun Li, Xin Yang and Siwei Lyu · 2020
Later among the works it cites.