[1] |
GOODFELLOW I , POUGET-ABADIE J , MIRZA M ,et al. Generative adversarial networks[J]. Communications of the ACM, 2020,63(11): 139-144.
|
[2] |
HUH M , LIU A , OWENS A ,et al. Fighting fake news:Image splice detection via learned self-consistency[C]// Proceedings of Computer Vision – ECCV 2018. 2018: 106-124.
|
[3] |
KWON P , YOU J , NAM G ,et al. KoDF:A large-scale Korean deepfake detection dataset[J]. arXiv preprintarXiv:2103.10094, 2021.
|
[4] |
LEE S . Detecting handcrafted facial image manipulations and GAN-generated facial images using shallow-fakefacenet[J]. Applied Soft Computing, 2021,105:107256.
|
[5] |
NGUYEN T T , NGUYEN C M , NGUYEN D T ,et al. Deep learning for deepfakes creation and detection:a survey[J]. arXiv:1909.11573, 2019.
|
[6] |
SUN K , LIU H , YE Q X ,et al. Domain general face forgery detection by learning to weight[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 2021,35(3): 2638-2646.
|
[7] |
YANG X , LI Y Z , LYU S W . Exposing deep fakes using inconsistent head poses[C]// Proceedings of ICASSP 2019-2019 IEEE International Conference on Acoustics,Speech and Signal Processing. 2019: 8261-8265.
|
[8] |
ZHOU P , HAN X T , MORARIU V I ,et al. Two-stream neural networks for tampered face detection[C]// Proceedings of 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops. 2017: 1831-1839.
|
[9] |
AFCHAR D , NOZICK V , YAMAGISHI J ,et al. MesoNet:A compact facial video forgery detection network[C]// Proceedings of 2018 IEEE International Workshop on Information Forensics and Security. 2018: 1-7.
|
[10] |
NGUYEN H H , YAMAGISHI J , ECHIZEN I . Capsule-forensics:Using capsule networks to detect forged images and videos[C]// Proceedings of ICASSP 2019-2019 IEEE International Conference on Acoustics,Speech and Signal Processing. 2019: 2307-2311.
|
[11] |
LI Y Z , LYU S W . Exposing DeepFake videos by detecting face warping artifacts[J]. arXiv preprint arXiv:1811.00656, 2018.
|
[12] |
R?SSLER A , COZZOLINO D , VERDOLIVA L ,et al. FaceForensics++:manipulatedacial images[C]// Proceedings of 2019 IEEE/CVF International Conference on Computer Vision (ICCV). 2019: 1-11.
|
[13] |
ZHAO H , ZHOU W , CHEN D ,et al. Multiattentional deepfake detection[J]. arXiv preprint arXiv:2103.02406, 2021.
|
[14] |
LIU Z Z , QI X J , TORR P H S . Global texture enhancement for fake face detection in the wild[C]// Proceedings of 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2020: 8057-8066.
|
[15] |
SUN X W , WU B T , CHEN W . Identifying invariant texture violation for robust deepfake detection[J]. arXiv preprint arXiv:2012.10580, 2020.
|
[16] |
CHUGH K , GUPTA P , DHALL A ,et al. Not made for each other audio visual dissonance-based deepfake detection and localization[C]// Proceedings of MM'20:Proceedings of the 28th ACM International Conference on Multimedia. 2020: 439-447.
|
[17] |
ZHANG X , KARAMAN S , CHANG S F . Detecting and simulating artifacts in GAN fake images[C]// Proceedings of 2019 IEEE International Workshop on Information Forensics and Security. 2019: 1-6.
|
[18] |
DOLHANSKY B , HOWES R , PFLAUM B ,et al. The DeepFake detection challenge (DFDC) preview dataset[EB].
|
[19] |
THIES J , ZOLLH?FER M STAMMINGER M ,et al. Face2Face:real-time face capture and reenactment of RGB videos[C]// Proceedings of 2016 IEEE Conference on Computer Vision and Pattern Recognition. 2016: 2387-2395.
|
[20] |
DeepFakes[EB].
|
[21] |
FaceSwap[EB].
|
[22] |
LI L Z , BAO J M , YANG H ,et al. FaceShifter:Towards high fidelity and occlusion aware face swapping[EB].
|
|
LI L Z , BAO J M , YANG H ,et al. FaceShifter:Towards high fidelity and occlusion aware face swapping[J]. arXiv preprint arXiv:1912.13457, 2019.
|
[23] |
KOUJAN M R , DOUKAS M C , ROUSSOS A ,et al. Head2Head:Video-based neural head synthesis[C]// Proceedings of 2020 15th IEEE International Conference on Automatic Face and Gesture Recognition. 2020: 16-23.
|
[24] |
ZHU H , FU C , WU Q ,et al. AOT:appearance optimal transport based identity swapping for forgery detection[C]// NeurIPS,IEEE, 2020.
|
|
ZHU H , FU C Y , WU Q Y ,et al. AOT:appearance optimal transport based identity swapping for forgery detection[C]// Proceedings of NeurIPS. 2020.
|
[25] |
MASI I , KILLEKAR A , MASCARENHAS R M ,et al. Two branch recurrent network for isolating deepfakes in videos[C]// Proceedings of Computer Vision – ECCV 2020, 2020: 667-684.
|
[26] |
WU X , XIE Z , GAO Y T ,et al. SSTNet:detecting manipulated faces through spatial,steganalysis and temporal features[C]// Proceedings of ICASSP 2020 - 2020 IEEE International Conference on Acoustics,Speech and Signal Processing. 2020: 2952-2956.
|
[27] |
SHRUTI AL , HANY F , YUMING G ,et al. Protecting world leaders against deep fakes[C]// Proceedings of CVPR Workshops. 2019.
|
[28] |
LI L Z , BAO J M , ZHANG T ,et al. Face X-ray for more general face forgery detection[C]// Proceedings of 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2020: 5000-5009.
|
[29] |
LIU H G , LI X D , ZHOU W B ,et al. Spatial-phase shallow learning:Rethinking face forgery detection in frequency domain[C]// Proceedings of 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2021: 772-781.
|
[30] |
BRAINARD D H , WANDELL B A . Analysis of the retinex theory of color vision[J]. Journal of the Optical Society of America A,Optics and Image Science, 1986,3(10): 1651-1661.
|
[31] |
BUCHSBAUM G . A spatial processor model for object colour perception[J]. Journal of the Franklin Institute, 1980,310(1): 1-26.
|
[32] |
VAN DE WEIJER J , GEVERS T , GIJSENIJ A . Edge-based color constancy[J]. IEEE Transactions on Image Processing:a Publication of the IEEE Signal Processing Society, 2007,16(9): 2207-2214.
|
[33] |
FINLAYSON G D , TREZZI E . Shades of gray and colour constancy[C]// Proceedings of Color and Imaging Conference. 2004.
|
[34] |
JOZE H R V , DREW M S , FINLAYSON G D ,et al. The role of bright pixels in illumination estimation[C]// Proceedings of Color and Imaging Conference. 2012.
|
[35] |
YANG K F , GAO S B , LI Y J . Efficient illuminant estimation for color constancy using grey pixels[C]// Proceedings of 2015 IEEE Conference on Computer Vision and Pattern Recognition. 2015: 2254-2263.
|
[36] |
QIAN Y L , K?M?R?INEN J K , NIKKANEN J ,et al. On finding gray pixels[C]// Proceedings of 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2019: 8054-8062.
|
[37] |
GATTA C , RIZZI A , MARINI D . ACE:an automatic color equalization algorithm[C]// Proceedings of Conference on Colour in Graphics. 2002.
|
[38] |
LAND E H , MCCANN J J . Lightness and retinex theory[J]. Journal of the Optical Society of America, 1971,61(1): 1-11.
|
[39] |
FRIDRICH J , KODOVSKY J . Rich models for steganalysis of digital images[J]. IEEE Transactions on Information Forensics and Security, 2012,7(3): 868-882.
|