{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T23:07:23Z","timestamp":1743030443772,"version":"3.40.3"},"publisher-location":"Cham","reference-count":35,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030164683"},{"type":"electronic","value":"9783030164690"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-16469-0_14","type":"book-chapter","created":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T10:56:12Z","timestamp":1559127372000},"page":"263-279","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Assessing Transfer Learning on Convolutional Neural Networks for Patch-Based Fingerprint Liveness Detection"],"prefix":"10.1007","author":[{"given":"Amirhosein","family":"Toosi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sandro","family":"Cumani","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrea","family":"Bottino","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,5,30]]},"reference":[{"key":"14_CR1","doi-asserted-by":"crossref","unstructured":"Maltoni, D., Maio, D., Jain, A.K., Prabhakar, S.: Handbook of Fingerprint Recognition, 2nd edn. Springer Publishing Company, Incorporated (2009)","DOI":"10.1007\/978-1-84882-254-2"},{"key":"14_CR2","unstructured":"arsTECHNICA: Chaos computer club hackers trick apples touchid security feature. Online (2013)"},{"key":"14_CR3","doi-asserted-by":"crossref","unstructured":"Matsumoto, T., Matsumoto, H., Yamada, K., Hoshino, S.: Impact of artificial \u201cgummy\u201d fingers on fingerprint systems. In: Proceedings of SPIE, vol. 4677 (2002)","DOI":"10.1117\/12.462719"},{"key":"14_CR4","doi-asserted-by":"crossref","unstructured":"Abhyankar, A., Schuckers, S.: Fingerprint liveness detection using local ridge frequencies and multiresolution texture analysis techniques. In: 2006 IEEE International Conference on Image Processing, pp. 321\u2013324 (2006)","DOI":"10.1109\/ICIP.2006.313158"},{"key":"14_CR5","doi-asserted-by":"crossref","unstructured":"Nikam, S.B., Agarwal, S.: Fingerprint liveness detection using curvelet energy and co-occurrence signatures. In: Fifth International Conference on Computer Graphics, Imaging and Visualisation, 2008, CGIV \u201908, pp. 217\u2013222 (2008)","DOI":"10.1109\/CGIV.2008.9"},{"key":"14_CR6","doi-asserted-by":"crossref","unstructured":"Marasco, E., Sansone, C.: An anti-spoofing technique using multiple textural features in fingerprint scanners. In: 2010 IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BIOMS), pp. 8\u201314 (2010)","DOI":"10.1109\/BIOMS.2010.5610440"},{"key":"14_CR7","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1016\/j.future.2010.11.024","volume":"28","author":"J Galbally","year":"2012","unstructured":"Galbally, J., Alonso-Fernandez, F., Fierrez, J., Ortega-Garcia, J.: A high performance fingerprint liveness detection method based on quality related features. Future Gener. Comput. Syst. 28, 311\u2013321 (2012)","journal-title":"Future Gener. Comput. Syst."},{"key":"14_CR8","doi-asserted-by":"crossref","unstructured":"Gottschlich, C., Marasco, E., Yang, A.Y., Cukic, B.: Fingerprint liveness detection based on histograms of invariant gradients. In: Proceeding of IEEE IJCB 2014, pp. 1\u20137 (2014)","DOI":"10.1109\/BTAS.2014.6996224"},{"key":"14_CR9","doi-asserted-by":"publisher","first-page":"1050","DOI":"10.1016\/j.patcog.2014.05.021","volume":"48","author":"D Gragnaniello","year":"2015","unstructured":"Gragnaniello, D., Poggi, G., Sansone, C., Verdoliva, L.: Local contrast phase descriptor for fingerprint liveness detection. Pattern Recognit. 48, 1050\u20131058 (2015)","journal-title":"Pattern Recognit."},{"key":"14_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1371\/journal.pone.0148552","volume":"11","author":"C Gottschlich","year":"2016","unstructured":"Gottschlich, C.: Convolution comparison pattern: an efficient local image descriptor for fingerprint liveness detection. PLoS ONE 11, 1\u201312 (2016)","journal-title":"PLoS ONE"},{"key":"14_CR11","doi-asserted-by":"crossref","unstructured":"Ghiani, L., Marcialis, G.L., Roli, F.: Experimental results on the feature-level fusion of multiple fingerprint liveness detection algorithms. In: Proceedings of the on Multimedia and Security, MM&Sec \u201912, pp. 157\u2013164. ACM, New York, NY, USA (2012)","DOI":"10.1145\/2361407.2361434"},{"key":"14_CR12","doi-asserted-by":"crossref","unstructured":"Gragnaniello, D., Poggi, G., Sansone, C., Verdoliva, L.: Fingerprint liveness detection based on weber local image descriptor. In: IEEE BIOMS 2013, pp. 46\u201350 (2013)","DOI":"10.1109\/BIOMS.2013.6656148"},{"key":"14_CR13","doi-asserted-by":"crossref","unstructured":"Pereira, L.F.A., Pinheiro, H.N.B., Silva, J.I.S., Silva, A.G., Pina, T.M.L., Cavalcanti, G.D.C., Ren, T.I., de Oliveira, J.P.N.: A fingerprint spoof detection based on MLP and SVM. In: Proceedings IJCNN 2012, pp. 1\u20137 (2012)","DOI":"10.1109\/IJCNN.2012.6252582"},{"key":"14_CR14","doi-asserted-by":"publisher","first-page":"23695","DOI":"10.1109\/ACCESS.2017.2763419","volume":"5","author":"A Toosi","year":"2017","unstructured":"Toosi, A., Bottino, A., Cumani, S., Negri, P., Sottile, P.L.: Feature fusion for fingerprint liveness detection: a comparative study. IEEE Access 5, 23695\u201323709 (2017)","journal-title":"IEEE Access"},{"key":"14_CR15","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1016\/j.patrec.2016.03.015","volume":"77","author":"S Kim","year":"2016","unstructured":"Kim, S., Park, B., Song, B.S., Yang, S.: Deep belief network based statistical feature learning for fingerprint liveness detection. Pattern Recognit. Lett. 77, 58\u201365 (2016)","journal-title":"Pattern Recognit. Lett."},{"key":"14_CR16","doi-asserted-by":"publisher","first-page":"864","DOI":"10.1109\/TIFS.2015.2398817","volume":"10","author":"D Menotti","year":"2015","unstructured":"Menotti, D., Chiachia, G., Pinto, A., Schwartz, W.R., Pedrini, H., Falcao, A.X., Rocha, A.: Deep representations for iris, face, and fingerprint spoofing detection. IEEE Trans. Inf. Forensics Secur. 10, 864\u2013879 (2015)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"14_CR17","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1007\/s11263-015-0816-y","volume":"115","author":"O Russakovsky","year":"2015","unstructured":"Russakovsky, O., Deng, J., Su, H., Krause, J., Satheesh, S., Ma, S., Huang, Z., Karpathy, A., Khosla, A., Bernstein, M., Berg, A.C., Fei-Fei, L.: Imagenet large scale visual recognition challenge. Int. J. Comput. Vis. 115, 211\u2013252 (2015)","journal-title":"Int. J. Comput. Vis."},{"key":"14_CR18","doi-asserted-by":"publisher","first-page":"1206","DOI":"10.1109\/TIFS.2016.2520880","volume":"11","author":"RF Nogueira","year":"2016","unstructured":"Nogueira, R.F., de Alencar Lotufo, R., Machado, R.C.: Fingerprint liveness detection using convolutional neural networks. IEEE Trans. Inf. Forensics Secur. 11, 1206\u20131213 (2016)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"14_CR19","doi-asserted-by":"crossref","unstructured":"Toosi, A., Cumani, S., Bottino, A.: CNN patch-based voting for fingerprint liveness detection. In: Proceedings of the 9th International Joint Conference on Computational Intelligence\u2014Volume 1: IJCCI, INSTICC, pp. 158\u2013165. SciTePress (2017)","DOI":"10.5220\/0006582101580165"},{"key":"14_CR20","unstructured":"Thai, D.H., Huckemann, S., Gottschlich, C.: Filter design and performance evaluation for fingerprint image segmentation. CoRR (2015). arXiv:abs\/1501.02113"},{"key":"14_CR21","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: Imagenet classification with deep convolutional neural networks. In: Advances in Neural Information Processing Systems, pp. 1097\u20131105 (2012)"},{"key":"14_CR22","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition (2014). arXiv:1409.1556"},{"key":"14_CR23","first-page":"1929","volume":"15","author":"N Srivastava","year":"2014","unstructured":"Srivastava, N., Hinton, G., Krizhevsky, A., Sutskever, I., Salakhutdinov, R.: Dropout: a simple way to prevent neural networks from overfitting. J. Mach. Learn. Res. 15, 1929\u20131958 (2014)","journal-title":"J. Mach. Learn. Res."},{"key":"14_CR24","unstructured":"Simon, M., Rodner, E., Denzler, J.: Imagenet pre-trained models with batch normalization (2016). arXiv:1612.01452"},{"key":"14_CR25","unstructured":"Ioffe, S., Szegedy, C.: Batch normalization: accelerating deep network training by reducing internal covariate shift. In: International Conference on Machine Learning, pp. 448\u2013456 (2015)"},{"key":"14_CR26","doi-asserted-by":"crossref","unstructured":"Nakada, M., Wang, H., Terzopoulos, D.: AcFR: active face recognition using convolutional neural networks. In: 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 35\u201340. IEEE (2017)","DOI":"10.1109\/CVPRW.2017.11"},{"key":"14_CR27","doi-asserted-by":"crossref","unstructured":"Liu, T., Xie, S., Yu, J., Niu, L., Sun, W.: Classification of thyroid nodules in ultrasound images using deep model based transfer learning and hybrid features. In: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 919\u2013923. IEEE (2017)","DOI":"10.1109\/ICASSP.2017.7952290"},{"key":"14_CR28","doi-asserted-by":"publisher","first-page":"539","DOI":"10.1016\/j.patcog.2016.07.001","volume":"61","author":"K Nogueira","year":"2017","unstructured":"Nogueira, K., Penatti, O.A., dos Santos, J.A.: Towards better exploiting convolutional neural networks for remote sensing scene classification. Pattern Recognit. 61, 539\u2013556 (2017)","journal-title":"Pattern Recognit."},{"key":"14_CR29","doi-asserted-by":"crossref","unstructured":"Minaee, S., Abdolrashidiy, A., Wang, Y.: An experimental study of deep convolutional features for iris recognition. In: 2016 IEEE Signal Processing in Medicine and Biology Symposium (SPMB), pp. 1\u20136. IEEE (2016)","DOI":"10.1109\/SPMB.2016.7846859"},{"key":"14_CR30","unstructured":"Simard, P.Y., Steinkraus, D., Platt, J.C.: Best practices for convolutional neural networks applied to visual document analysis. In: Proceedings of the Seventh International Conference on Document Analysis and Recognition\u2014Volume 2, ICDAR \u201903, pp. pp. 958\u2013. IEEE Computer Society, Washington, DC, USA (2003)"},{"key":"14_CR31","doi-asserted-by":"crossref","unstructured":"Br\u00fcmmer, N., Swart, A., Van\u00a0Leeuwen, D.: A comparison of linear and non-linear calibrations for speaker recognition. In: Odyssey 2014: The Speaker and Language Recognition Workshop (2014)","DOI":"10.21437\/Odyssey.2014-3"},{"key":"14_CR32","doi-asserted-by":"crossref","unstructured":"Yambay, D., Ghiani, L., Denti, P., Marcialis, G., Roli, F., Schuckers, S.: Livdet 2011\u2014fingerprint liveness detection competition 2011. In: 2012 5th IAPR International Conference on Biometrics (ICB), pp. 208\u2013215 (2012)","DOI":"10.1109\/ICB.2012.6199810"},{"key":"14_CR33","doi-asserted-by":"crossref","unstructured":"Ghiani, L., Yambay, D., Mura, V., Tocco, S., Marcialis, G.L., Roli, F., Schuckcrs, S.: LivDet 2013 fingerprint liveness detection competition 2013. In: 2013 International Conference on Biometrics (ICB), pp. 1\u20136 (2013)","DOI":"10.1109\/ICB.2013.6613027"},{"key":"14_CR34","doi-asserted-by":"publisher","first-page":"849","DOI":"10.1109\/TIFS.2015.2404294","volume":"10","author":"D Gragnaniello","year":"2015","unstructured":"Gragnaniello, D., Poggi, G., Sansone, C., Verdoliva, L.: An investigation of local descriptors for biometric spoofing detection. IEEE Trans. Inf. Forensics Secur. 10, 849\u2013863 (2015)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"14_CR35","doi-asserted-by":"crossref","unstructured":"Vedaldi, A., Lenc, K.: MatConvNet: convolutional neural networks for MATLAB. In: Proceedings of the 23rd ACM International Conference on Multimedia, MM \u201915, pp. 689\u2013692. ACM, New York, NY, USA (2015)","DOI":"10.1145\/2733373.2807412"}],"container-title":["Studies in Computational Intelligence","Computational Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-16469-0_14","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,12]],"date-time":"2023-10-12T14:06:38Z","timestamp":1697119598000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-16469-0_14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030164683","9783030164690"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-16469-0_14","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"30 May 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IJCCI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Joint Conference on Computational Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Funchal-Madeira","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 November 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 November 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ijcci2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}