{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,22]],"date-time":"2026-07-22T16:36:43Z","timestamp":1784738203049,"version":"3.55.0"},"reference-count":45,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2016,6,1]],"date-time":"2016-06-01T00:00:00Z","timestamp":1464739200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"funder":[{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","award":["311228\/2014-3"],"award-info":[{"award-number":["311228\/2014-3"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans.Inform.Forensic Secur."],"published-print":{"date-parts":[[2016,6]]},"DOI":"10.1109\/tifs.2016.2520880","type":"journal-article","created":{"date-parts":[[2016,1,22]],"date-time":"2016-01-22T21:29:56Z","timestamp":1453498196000},"page":"1206-1213","source":"Crossref","is-referenced-by-count":309,"title":["Fingerprint Liveness Detection Using Convolutional Neural Networks"],"prefix":"10.1109","volume":"11","author":[{"given":"Rodrigo Frassetto","family":"Nogueira","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roberto","family":"de Alencar Lotufo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rubens","family":"Campos Machado","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-04146-4_4"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6248110"},{"key":"ref33","first-page":"1139","article-title":"On the importance of initialization and momentum in deep learning","author":"sutskever","year":"2013","journal-title":"Proc Int Conf Mach Learn (ICML)"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/0041-5553(64)90137-5"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1162\/089976698300017197"},{"key":"ref30","first-page":"1089","article-title":"On random weights and unsupervised feature learning","author":"saxe","year":"2011","journal-title":"Proc 28th Int Conf Mach Learn (ICML)"},{"key":"ref37","article-title":"High-performance neural networks for visual object classification","author":"cire?an","year":"2011"},{"key":"ref36","first-page":"469","article-title":"Face recognition with local binary patterns","author":"ahonen","year":"2004","journal-title":"Computer Vision"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2002.1017623"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2004.1315246"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/BIOMS.2013.6656148"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2012.6199810"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2014.05.021"},{"key":"ref12","first-page":"22","article-title":"Evaluating software-based fingerprint liveness detection using convolutional networks and local binary patterns","author":"nogueira","year":"2014","journal-title":"Proc IEEE Workshop Biometric Meas Syst Secur Med Appl (BIOMS)"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2398817"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2013.06.041"},{"key":"ref15","first-page":"537","article-title":"Fingerprint liveness detection by local phase quantization","author":"ghiani","year":"2012","journal-title":"Proc Int Conf Pattern Recognit (ICPR)"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1504\/IJBM.2008.020141"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2013.6712708"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICDAR.2003.1227801"},{"key":"ref19","first-page":"1097","article-title":"Imagenet classification with deep convolutional neural networks","author":"krizhevsky","year":"2012","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS.2010.5537907"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1117\/12.666415"},{"key":"ref27","article-title":"Stochastic pooling for regularization of deep convolutional neural networks","author":"zeiler","year":"2013"},{"key":"ref3","first-page":"21","article-title":"Fingerprint deformation for spoof detection","author":"chen","year":"2005","journal-title":"Proc Biometric Symposium"},{"key":"ref6","article-title":"Anti-fraud biometric scanner that accurately detects blood flow","author":"lapsley","year":"1998"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2009.5459469"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1142\/S0219467808003209"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/11608288_36"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2006.879289"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2010.11.024"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.250596"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2015.7358776"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0816-y"},{"key":"ref45","article-title":"Some improvements on deep convolutional neural network based image classification","author":"howard","year":"2013"},{"key":"ref22","article-title":"Recognizing image style","author":"karayev","year":"2013"},{"key":"ref21","article-title":"Very deep convolutional networks for large-scale image recognition","author":"simonyan","year":"2014"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/2647868.2654889"},{"key":"ref24","first-page":"1058","article-title":"Regularization of neural networks using DropConnect","author":"wan","year":"2013","journal-title":"Proc Int Conf Mach Learn (ICML)"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2013.6613027"},{"key":"ref23","first-page":"55","article-title":"Generalization and network design strategies","author":"lecun","year":"1989"},{"key":"ref44","article-title":"Going deeper with convolutions","author":"szegedy","year":"2014"},{"key":"ref26","first-page":"111","article-title":"A theoretical analysis of feature pooling in visual recognition","author":"boureau","year":"2010","journal-title":"Proc 27th Int Conf Mach Learn (ICML)"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2404294"},{"key":"ref25","article-title":"Batch normalization: Accelerating deep network training by reducing internal covariate shift","author":"ioffe","year":"2015"}],"container-title":["IEEE Transactions on Information Forensics and Security"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10206\/7434141\/07390065.pdf?arnumber=7390065","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T16:03:12Z","timestamp":1642003392000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7390065\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,6]]},"references-count":45,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tifs.2016.2520880","relation":{},"ISSN":["1556-6013","1556-6021"],"issn-type":[{"value":"1556-6013","type":"print"},{"value":"1556-6021","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,6]]}}}