Unified Detection of Digital and Physical Face Attacks.
作者： Xiaoming Liu , Debayan Deb , Anil K. Jain
DOI:
关键词:
摘要: State-of-the-art defense mechanisms against face attacks achieve near perfect accuracies within one of three attack categories, namely adversarial, digital manipulation, or physical …
harvard.edu
arxiv.org参考文章(66)
Dong Yi, Shengcai Liao, Zhen Lei, Stan Z. Li, Learning Face Representation from Scratch arXiv: Computer Vision and Pattern Recognition. ,(2014)
Jianwei Yang, Zhen Lei, Stan Z Li, None, Learn Convolutional Neural Network for Face Anti-Spoofing. arXiv: Computer Vision and Pattern Recognition. ,(2014)
Tiago de Freitas Pereira, André Anjos, José Mario De Martino, Sébastien Marcel, LBP - TOP based countermeasure against face spoofing attacks international conference on computer vision. pp. 121- 132 ,(2012) , 10.1007/978-3-642-37410-4_11
Marwan Mattar, Tamara Berg, Gary B. Huang, Eric Learned-Miller, Labeled Faces in the Wild: A Database forStudying Face Recognition in Unconstrained Environments Workshop on Faces in 'Real-Life' Images: Detection, Alignment, and Recognition. ,(2008)
Ziwei Liu, Ping Luo, Xiaogang Wang, Xiaoou Tang, Deep Learning Face Attributes in the Wild 2015 IEEE International Conference on Computer Vision (ICCV). pp. 3730- 3738 ,(2015) , 10.1109/ICCV.2015.425
Di Wen, Hu Han, Anil K. Jain, Face Spoof Detection With Image Distortion Analysis IEEE Transactions on Information Forensics and Security. ,vol. 10, pp. 746- 761 ,(2015) , 10.1109/TIFS.2015.2400395
Klaus Kollreider, Hartwig Fronthaler, Maycel Isaac Faraj, Josef Bigun, Real-Time Face Detection and Motion Analysis With Application in “Liveness” Assessment IEEE Transactions on Information Forensics and Security. ,vol. 2, pp. 548- 558 ,(2007) , 10.1109/TIFS.2007.902037
Jonathan Baxter, A Bayesian/Information Theoretic Model of Learning to Learn viaMultiple Task Sampling Machine Learning. ,vol. 28, pp. 7- 39 ,(1997) , 10.1023/A:1007327622663
P. Viola, M. Jones, Rapid object detection using a boosted cascade of simple features computer vision and pattern recognition. ,vol. 1, pp. 511- 518 ,(2001) , 10.1109/CVPR.2001.990517
Ilya Sutskever, Minh-Thang Luong, Oriol Vinyals, Quoc V. Le, Lukasz Kaiser, Multi-task Sequence to Sequence Learning arXiv: Learning. ,(2015)