Fingerprint Liveness Detection Using Convolutional Neural Networks.

IEEE Transactions on Information Forensics and Security(2016)

引用 393|浏览92
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摘要
With the growing use of biometric authentication systems in the recent years, spoof fingerprint detection has become increasingly important. In this paper, we use convolutional neural networks (CNNs) for fingerprint liveness detection. Our system is evaluated on the data sets used in the liveness detection competition of the years 2009, 2011, and 2013, which comprises almost 50 000 real and fake f...
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关键词
Feature extraction,Support vector machines,Principal component analysis,Kernel,Convolution,Fingerprint recognition,Neural networks
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