{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T16:14:41Z","timestamp":1781885681260,"version":"3.54.5"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T00:00:00Z","timestamp":1692835200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T00:00:00Z","timestamp":1692835200000},"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":["Multimed Tools Appl"],"DOI":"10.1007\/s11042-023-16503-6","type":"journal-article","created":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T08:02:36Z","timestamp":1692864156000},"page":"27723-27746","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["An open patch generator based fingerprint presentation attack detection using generative adversarial network"],"prefix":"10.1007","volume":"83","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0338-1008","authenticated-orcid":false,"given":"Anuj","family":"Rai","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ashutosh","family":"Anshul","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ashwini","family":"Jha","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Prayag","family":"Jain","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ram Prakash","family":"Sharma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Somnath","family":"Dey","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,8,24]]},"reference":[{"key":"16503_CR1","unstructured":"30107-3:2017(en) I (2017) Information technology \u2013 biometric presentation attack detection \u2013 part 3: Testing and reporting"},{"issue":"3","key":"16503_CR2","doi-asserted-by":"publisher","first-page":"452","DOI":"10.1016\/j.patcog.2008.06.012","volume":"42","author":"A Abhyankar","year":"2009","unstructured":"Abhyankar A, Schuckers S (2009) Integrating a wavelet based perspiration liveness check with fingerprint recognition. Pattern Recogn 42(3):452\u2013464","journal-title":"Pattern Recogn"},{"key":"16503_CR3","unstructured":"Arjovsky M, Bottou L (2017) Towards principled methods for training generative adversarial networks. In: 5th International Conference on Learning Representations (ICLR), pp 1\u201317"},{"key":"16503_CR4","unstructured":"Arjovsky M, Chintala S, Bottou L (2017) Wasserstein generative adversarial networks. In: 34th International Conference on Machine Learning (ICML), pp 214\u2013223"},{"issue":"4","key":"16503_CR5","doi-asserted-by":"publisher","first-page":"2847","DOI":"10.1007\/s13369-019-04190-1","volume":"45","author":"S Arora","year":"2019","unstructured":"Arora S (2019) Fingerprint spoofing detection to improve customer security in mobile financial applications using deep learning. Arab J Sci Eng 45(4):2847\u20132863","journal-title":"Arab J Sci Eng"},{"issue":"4","key":"16503_CR6","doi-asserted-by":"publisher","first-page":"047202","DOI":"10.1117\/1.3114606","volume":"48","author":"H Choi","year":"2009","unstructured":"Choi H, Kang R, Choi K et al (2009) Fake-fingerprint detection using multiple static features. Opt Eng 48(4):047202\u201315","journal-title":"Opt Eng"},{"key":"16503_CR7","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1109\/TIFS.2020.2990789","volume":"16","author":"T Chugh","year":"2021","unstructured":"Chugh T, Jain AK (2021) Fingerprint spoof detector generalization. IEEE Trans Inf Forensics Secur 16:42\u201355","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"9","key":"16503_CR8","doi-asserted-by":"publisher","first-page":"2190","DOI":"10.1109\/TIFS.2018.2812193","volume":"13","author":"T Chugh","year":"2018","unstructured":"Chugh T, Cao K, Jain AK (2018) Fingerprint spoof buster: Use of minutiae-centered patches. IEEE Trans Inf Forensics Secur 13(9):2190\u20132202","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"2","key":"16503_CR9","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1016\/S0031-3203(02)00038-9","volume":"36","author":"R Derakhshani","year":"2003","unstructured":"Derakhshani R, Schuckers SA, Hornak LA et al (2003) Determination of vitality from a non-invasive biomedical measurement for use in fingerprint scanners. Pattern Recogn 36(2):383\u2013396","journal-title":"Pattern Recogn"},{"issue":"7","key":"16503_CR10","doi-asserted-by":"publisher","first-page":"1461","DOI":"10.1109\/TIFS.2016.2535899","volume":"11","author":"RK Dubey","year":"2016","unstructured":"Dubey RK, Goh J, Thing VLL (2016) Fingerprint liveness detection from single image using low-level features and shape analysis. IEEE Trans Inf Forensics Secur 11(7):1461\u20131475","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"16503_CR11","doi-asserted-by":"crossref","unstructured":"Espinoza M, Champod C (2011) Using the number of pores on fingerprint images to detect spoofing attacks. In: International Conference on Hand-Based Biometrics (ICHB), pp 1\u20135","DOI":"10.1109\/ICHB.2011.6094347"},{"issue":"2","key":"16503_CR12","doi-asserted-by":"publisher","first-page":"710","DOI":"10.1109\/TIP.2013.2292332","volume":"23","author":"J Galbally","year":"2014","unstructured":"Galbally J, Marcel S, Fierrez J (2014) Image quality assessment for fake biometric detection: Application to iris, fingerprint, and face recognition. IEEE Trans Image Process 23(2):710\u2013724","journal-title":"IEEE Trans Image Process"},{"key":"16503_CR13","doi-asserted-by":"crossref","unstructured":"Ghiani L, Hadid A, Marcialis GL et\u00a0al (2013) Fingerprint liveness detection using binarized statistical image features. In: IEEE 6th International Conference on Biometrics: Theory, Applications and Systems (BTAS), pp 1\u20136","DOI":"10.1109\/BTAS.2013.6712708"},{"key":"16503_CR14","doi-asserted-by":"crossref","unstructured":"Gomez-Barrero M, Kolberg J, Busch C (2018) Towards multi-modal finger presentation attack detection. In: International Conference on Signal-Image Technology & Internet-Based Systems (SITIS), pp 547\u2013552","DOI":"10.1109\/SITIS.2018.00089"},{"key":"16503_CR15","doi-asserted-by":"crossref","unstructured":"Gragnaniello D, Poggi G, Sansone C et\u00a0al (2013) Fingerprint liveness detection based on weber local image descriptor. In: IEEE Workshop on biometric measurements and systems for security and medical applications, pp 46\u201350","DOI":"10.1109\/BIOMS.2013.6656148"},{"key":"16503_CR16","unstructured":"Gulrajani I, Ahmed F, Arjovsky M et\u00a0al (2017) Improved training of wasserstein gans. In: 31st International Conference on Neural Information Processing Systems (NIPS), pp 5769\u20135779"},{"key":"16503_CR17","doi-asserted-by":"crossref","unstructured":"Huang X, Belongie S (2017) Arbitrary style transfer in real-time with adaptive instance normalization. In: IEEE International Conference on Computer Vision (ICCV), pp 1510\u20131519","DOI":"10.1109\/ICCV.2017.167"},{"key":"16503_CR18","doi-asserted-by":"crossref","unstructured":"Huang G, Liu Z, Maaten LVD et\u00a0al (2017) Densely connected convolutional networks. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp 2261\u20132269","DOI":"10.1109\/CVPR.2017.243"},{"issue":"9","key":"16503_CR19","doi-asserted-by":"publisher","first-page":"564","DOI":"10.1049\/el.2018.0621","volume":"54","author":"HY Jung","year":"2018","unstructured":"Jung HY, Heo Y (2018) Fingerprint liveness map construction using convolutional neural network. Electron Lett 54(9):564\u2013566","journal-title":"Electron Lett"},{"issue":"1","key":"16503_CR20","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/LSP.2016.2636158","volume":"24","author":"W Kim","year":"2017","unstructured":"Kim W (2017) Fingerprint liveness detection using local coherence patterns. IEEE Signal Process Lett 24(1):51\u201355","journal-title":"IEEE Signal Process Lett"},{"key":"16503_CR21","doi-asserted-by":"publisher","DOI":"10.6028\/NIST.IR.7392","author":"K Ko","year":"2007","unstructured":"Ko K (2007). User\u2019s guide to nist biometric image software (nbis). https:\/\/doi.org\/10.6028\/NIST.IR.7392","journal-title":"User\u2019s guide to nist biometric image software (nbis)."},{"issue":"9","key":"16503_CR22","doi-asserted-by":"publisher","first-page":"1148","DOI":"10.1016\/j.patrec.2012.01.009","volume":"33","author":"E Marasco","year":"2012","unstructured":"Marasco E, Sansone C (2012) Combining perspiration- and morphology-based static features for fingerprint liveness detection. Pattern Recogn Lett 33(9):1148\u20131156","journal-title":"Pattern Recogn Lett"},{"key":"16503_CR23","doi-asserted-by":"crossref","unstructured":"Marcialis GL, Roli F, Tidu A (2010) Analysis of fingerprint pores for vitality detection. In: 20th International Conference on Pattern Recognition, pp 1289\u20131292","DOI":"10.1109\/ICPR.2010.321"},{"key":"16503_CR24","unstructured":"Metz L, Poole B, Pfau D et\u00a0al (2016) Unrolled generative adversarial networks. CoRR abs\/1611.02163"},{"key":"16503_CR25","doi-asserted-by":"crossref","unstructured":"Mura V, Ghiani L, Marcialis GL et\u00a0al (2015) Livdet 2015 fingerprint liveness detection competition. In: IEEE 7th International Conference on Biometrics Theory, Applications and Systems (BTAS), pp 1\u20136","DOI":"10.1109\/BTAS.2015.7358776"},{"issue":"6","key":"16503_CR26","doi-asserted-by":"publisher","first-page":"1206","DOI":"10.1109\/TIFS.2016.2520880","volume":"11","author":"RF Nogueira","year":"2016","unstructured":"Nogueira RF, de Alencar Lotufo R, Campos Machado R (2016) Fingerprint liveness detection using convolutional neural networks. IEEE Trans Inf Forensics Secur 11(6):1206\u20131213","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"7","key":"16503_CR27","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1109\/TPAMI.2002.1017623","volume":"24","author":"T Ojala","year":"2002","unstructured":"Ojala T, Pietikainen M, Maenpaa T (2002) Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans Pattern Anal Mach Intell 24(7):971\u2013987","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"16503_CR28","doi-asserted-by":"crossref","unstructured":"Orr\u00f9 G, Casula R, Tuveri P et\u00a0al (2019) Livdet in action \u2013 fingerprint liveness detection competition 2019. In: International Conference on Biometrics (ICB), pp 1\u20136","DOI":"10.1109\/ICB45273.2019.8987281"},{"issue":"13","key":"16503_CR29","doi-asserted-by":"publisher","first-page":"4175","DOI":"10.1007\/s00500-017-2707-3","volume":"22","author":"Y Park","year":"2018","unstructured":"Park Y, Jang U, Lee EC (2018) Statistical anti-spoofing method for fingerprint recognition. Soft Comput 22(13):4175\u20134184","journal-title":"Soft Comput"},{"key":"16503_CR30","unstructured":"Park E, Cui X, Kim W et\u00a0al (2018a) End-to-end fingerprints liveness detection using convolutional networks with gram module. CoRR abs\/1803.07830"},{"key":"16503_CR31","unstructured":"Poole B, Alemi AA, Sohl-Dickstein J et\u00a0al (2016) Improved generator objectives for gans. CoRR abs\/1612.02780"},{"issue":"11","key":"16503_CR32","doi-asserted-by":"publisher","first-page":"2447","DOI":"10.1109\/TIFS.2015.2464772","volume":"10","author":"A Rattani","year":"2015","unstructured":"Rattani A, Scheirer WJ, Ross A (2015) Open set fingerprint spoof detection across novel fabrication materials. IEEE Trans Inf Forensics Secur 10(11):2447\u20132460","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"16503_CR33","doi-asserted-by":"crossref","unstructured":"Rattani A, Ross A (2014) Automatic adaptation of fingerprint liveness detector to new spoof materials. In: IEEE International Joint Conference on Biometrics (IJCB), pp 1\u20138","DOI":"10.1109\/BTAS.2014.6996254"},{"key":"16503_CR34","unstructured":"Salimans T, Goodfellow I, Zaremba W et\u00a0al (2016) Improved techniques for training gans. In: Advances in Neural Information Processing Systems, pp 2234\u20132242"},{"key":"16503_CR35","doi-asserted-by":"crossref","unstructured":"Sharma RP, Anshul A, Jha A et\u00a0al (2020) Investigating fingerprint quality features for liveness detection. In: Mining Intelligence and Knowledge Exploration (MIKE), pp 296\u2013307","DOI":"10.1007\/978-3-030-66187-8_28"},{"issue":"10","key":"16503_CR36","doi-asserted-by":"publisher","first-page":"1393","DOI":"10.1007\/s00371-018-01618-x","volume":"35","author":"R Sharma","year":"2019","unstructured":"Sharma R, Dey S (2019) Fingerprint liveness detection using local quality features. Vis Comput 35(10):1393\u20131410","journal-title":"Vis Comput"},{"key":"16503_CR37","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11042-020-10136-9","volume":"80","author":"R Sharma","year":"2021","unstructured":"Sharma R, Dey S (2021) A comparative study of handcrafted local texture descriptors for fingerprint liveness detection under real world scenarios. Multimed Tools Appl 80:1\u201320","journal-title":"Multimed Tools Appl"},{"issue":"8","key":"16503_CR38","doi-asserted-by":"publisher","first-page":"2999","DOI":"10.1007\/s00371-021-02173-8","volume":"38","author":"D Sharma","year":"2021","unstructured":"Sharma D, Selwal A (2021) Hyfipad: a hybrid approach for fingerprint presentation attack detection using local and adaptive image features. Vis Comput 38(8):2999\u20133025","journal-title":"Vis Comput"},{"issue":"2","key":"16503_CR39","first-page":"264","volume":"23","author":"DM Uliyan","year":"2020","unstructured":"Uliyan DM, Sadeghi S, Jalab HA (2020) Anti-spoofing method for fingerprint recognition using patch based deep learning machine. Eng Sci Technol Int J 23(2):264\u2013273","journal-title":"Eng Sci Technol Int J"},{"issue":"2","key":"16503_CR40","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1007\/s11760-016-0936-z","volume":"11","author":"Z Xia","year":"2017","unstructured":"Xia Z, Lv R, Zhu Y et al (2017) Fingerprint liveness detection using gradient-based texture features. SIViP 11(2):381\u2013388","journal-title":"SIViP"},{"issue":"4","key":"16503_CR41","doi-asserted-by":"publisher","first-page":"1526","DOI":"10.1109\/TSMC.2018.2874281","volume":"50","author":"Z Xia","year":"2020","unstructured":"Xia Z, Yuan C, Lv R et al (2020) A novel weber local binary descriptor for fingerprint liveness detection. IEEE Trans Syst Man Cybern Syst 50(4):1526\u20131536","journal-title":"IEEE Trans Syst Man Cybern Syst"},{"key":"16503_CR42","doi-asserted-by":"crossref","unstructured":"Yambay D, Schuckers S, Denning S et\u00a0al (2018) Livdet 2017 \u2013 fingerprint systems liveness detection competition. In: IEEE 9th International Conference on Biometrics Theory, Applications and Systems (BTAS), pp 1\u20139","DOI":"10.1109\/BTAS.2018.8698578"},{"issue":"13","key":"16503_CR43","doi-asserted-by":"publisher","first-page":"5157","DOI":"10.1007\/s00500-018-3182-1","volume":"23","author":"C Yuan","year":"2019","unstructured":"Yuan C, Sun X, Wu QM (2019) Difference co-occurrence matrix using bp neural network for fingerprint liveness detection. Soft Comput 23(13):5157\u20135169","journal-title":"Soft Comput"},{"key":"16503_CR44","doi-asserted-by":"publisher","first-page":"91476","DOI":"10.1109\/ACCESS.2019.2927357","volume":"7","author":"Y Zhang","year":"2019","unstructured":"Zhang Y, Shi D, Zhan X et al (2019) Slim-rescnn: A deep residual convolutional neural network for fingerprint liveness detection. IEEE Access 7:91476\u201391487","journal-title":"IEEE Access"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-023-16503-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-023-16503-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-023-16503-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,29]],"date-time":"2024-02-29T10:36:33Z","timestamp":1709202993000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-023-16503-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,24]]},"references-count":44,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2024,3]]}},"alternative-id":["16503"],"URL":"https:\/\/doi.org\/10.1007\/s11042-023-16503-6","relation":{},"ISSN":["1573-7721"],"issn-type":[{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,24]]},"assertion":[{"value":"12 August 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 May 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 August 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 August 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of Interest"}}]}}