School of Computer and Software Nanjing University of Information Science&Technology Ning Liu Road No.219 Nanjing China 210044Jiangsu Engineering Center of Network Monitoring Ning Liu Road No.219 Nanjing China 210044Department of Electrical and Computer Engineering University of Windsor 401 Sunset Avenue Windsor ON Canada N9B 3P4;
Department of Electrical and Computer Engineering University of Windsor 401 Sunset Avenue Windsor ON Canada N9B 3P4;
Department of Electrical and Computer Engineering University of Windsor 401 Sunset Avenue Windsor ON Canada N9B 3P4;
School of Computer Science Guangzhou University Yudongxi Road 36 Tianhe District Guangzhou China 510500;
School of Computer and Software Nanjing University of Information Science&Technology Ning Liu Road No.219 Nanjing China 210044Jiangsu Engineering Center of Network Monitoring Ning Liu Road No.219 Nanjing China 210044;
Fingerprint liveness detection; CNNs; PCA; SVM; ROI; LivDet 2013; LivDet 2011;