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Face anti-spoofing aims to prevent false authentications of face recognition systems by distinguishing whether an image is originated from a human face or a spoof medium.
Visualizing data using t-sne
Laurens van der Maaten and Geoffrey Hinton · 2008
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Imagenet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
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Understanding the difficulty of training deep feedforward neural networks
Xavier Glorot and Yoshua Bengio · 2010
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Counter-measures to photo attacks in face recognition: a public database and a baseline
André Anjos and Sébastien Marcel · 2011
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Face spoofing detection from single images using micro-texture analysis
Jukka Määttä, Abdenour Hadid, and Matti Pietikäinen · 2011
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On the effectiveness of local binary patterns in face anti-spoofing
Ivana Chingovska, André Anjos, and Sébastien Marcel · 2012
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A face antispoofing database with diverse attacks
Zhiwei Zhang, Junjie Yan, Sifei Liu, Zhen Lei, Dong Yi, and Stan Z Li · 2012
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Context based face anti-spoofing
Jukka Komulainen, Abdenour Hadid, and Matti Pietikäinen · 2013
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Face liveness detection with component dependent descriptor
Jianwei Yang, Zhen Lei, Shengcai Liao, and Stan Z Li · 2013
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Face liveness detection using dynamic texture
Tiago Freitas Pereira and et al · 2014
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Learn convolutional neural network for face anti-spoofing
Jianwei Yang, Zhen Lei, and Stan Z Li · 2014
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Face anti-spoofing based on color texture analysis
Zinelabidine Boulkenafet, Jukka Komulainen, and Abdenour Hadid · 2015
Cited alongside, same era.
Unsupervised domain adaptation by backpropagation
Yaroslav Ganin and Victor Lempitsky · 2015
Cited alongside, same era.
Face spoof detection with image distortion analysis
Di Wen, Hu Han, and Anil K Jain · 2015
Cited alongside, same era.
Face spoofing detection using colour texture analysis
Zinelabidine Boulkenafet, Jukka Komulainen, and Abdenour Hadid · 2016
Cited alongside, same era.
Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
Cited alongside, same era.
An original face anti-spoofing approach using partial convolutional neural network
Lei Li, Xiaoyi Feng, Zinelabidine Boulkenafet, Zhaoqiang Xia, Mingming Li, and Abdenour Hadid · 2016
Cited alongside, same era.
Collaborative learning for deep neural networks
Guocong Song and Wei Chai · 2018
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Cosface: Large margin cosine loss for deep face recognition
Hao Wang, Yitong Wang, Zheng Zhou, Xing Ji, Dihong Gong, Jingchao Zhou, Zhifeng Li, and Wei Liu · 2018
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Arcface: Additive angular margin loss for deep face recognition
Jiankang Deng, Jia Guo, Niannan Xue, and Stefanos Zafeiriou · 2019
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Basn: Enriching feature representation using bipartite auxiliary supervisions for face anti-spoofing
Taewook Kim, YongHyun Kim, Inhan Kim, and Daijin Kim · 2019
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Dsfd: Dual shot face detector
Jian Li, Yabiao Wang, Changan Wang, Ying Tai, Jianjun Qian, Jian Yang, Chengjie Wang, Jilin Li, and Feiyue Huang · 2019
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Multi-adversarial discriminative deep domain generalization for face presentation attack detection
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Cross-database face antispoofing with robust feature representation
Keyurkumar Patel, Hu Han, and Anil K Jain · 2016
Cited alongside, same era.
Face anti-spoofing using patch and depth-based cnns
Yousef Atoum, Yaojie Liu, Amin Jourabloo, and Xiaoming Liu · 2017
Cited alongside, same era.
Oulu-npu: A mobile face presentation attack database with real-world variations
Zinelabinde Boulkenafet, Jukka Komulainen, Lei Li, Xiaoyi Feng, and Abdenour Hadid · 2017
Cited alongside, same era.
Grad-cam: Visual explanations from deep networks via gradient-based localization
Ramprasaath R Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra · 2017
Cited alongside, same era.
Domain generalization with adversarial feature learning
Haoliang Li, Sinno Jialin Pan, Shiqi Wang, and Alex C. Kot · 2018
Cited alongside, same era.
Learning deep models for face anti-spoofing: Binary or auxiliary supervision
Yaojie Liu, Amin Jourabloo, and Xiaoming Liu · 2018
Cited alongside, same era.
Rui Shao, Xiangyuan Lan, Jiawei Li, and Pong C. Yuen · 2019
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Regularface: Deep face recognition via exclusive regularization
Kai Zhao, Jingyi Xu, and Ming-Ming Cheng · 2019
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Domain agnostic feature learning for image and video based face anti-spoofing
Suman Saha, Wenhao Xu, Menelaos Kanakis, Stamatios Georgoulis, Yuhua Chen, Danda Pani Paudel, and Luc Van Gool · 2020
Closest in time.
Regularized fine-grained meta face anti-spoofing
Rui Shao, Xiangyuan Lan, and Pong C Yuen · 2020
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Noise modeling, synthesis and classification for generic object anti-spoofing
Joel Stehouwer, Amin Jourabloo, Yaojie Liu, and Xiaoming Liu · 2020
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Cross-domain face presentation attack detection via multi-domain disentangled representation learning
Guoqing Wang, Hu Han, Shiguang Shan, and Xilin Chen · 2020
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Nas-fas: Static-dynamic central difference network search for face anti-spoofing
Zitong Yu, Jun Wan, Yunxiao Qin, Xiaobai Li, Stan Z Li, and Guoying Zhao · 2020
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