{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T04:46:16Z","timestamp":1780634776182,"version":"3.54.1"},"reference-count":116,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2024,12,5]],"date-time":"2024-12-05T00:00:00Z","timestamp":1733356800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,12,5]],"date-time":"2024-12-05T00:00:00Z","timestamp":1733356800000},"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":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2025,2]]},"DOI":"10.1007\/s00521-024-10423-8","type":"journal-article","created":{"date-parts":[[2024,12,5]],"date-time":"2024-12-05T04:44:07Z","timestamp":1733373847000},"page":"1797-1819","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Advancements and challenges in fingerprint presentation attack detection: a systematic literature review"],"prefix":"10.1007","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2887-336X","authenticated-orcid":false,"given":"Divine Senanu","family":"Ametefe","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Suzi Seroja","family":"Sarnin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Darmawaty Mohd","family":"Ali","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"George Dzorgbenya","family":"Ametefe","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dah","family":"John","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Norhayati","family":"Hussin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,12,5]]},"reference":[{"issue":"2","key":"10423_CR1","first-page":"1","volume":"8","author":"AM Abdulkareem","year":"2023","unstructured":"Abdulkareem AM, Gordon A (2023) Evaluating the usability and user acceptance of biometric authentication in different applications. Q J Emerg Technol Innov 8(2):1\u201310","journal-title":"Q J Emerg Technol Innov"},{"issue":"7","key":"10423_CR2","doi-asserted-by":"publisher","first-page":"4089","DOI":"10.1016\/J.JKSUCI.2020.10.003","volume":"34","author":"D Agarwal","year":"2022","unstructured":"Agarwal D, Bansal A (2022) Fingerprint liveness detection through fusion of pores perspiration and texture features. J King Saud Univ Comput Inf Sci 34(7):4089\u20134098. https:\/\/doi.org\/10.1016\/J.JKSUCI.2020.10.003","journal-title":"J King Saud Univ Comput Inf Sci"},{"issue":"5","key":"10423_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1142\/S021798492030001X","volume":"34","author":"R Agarwal","year":"2020","unstructured":"Agarwal R, Jalal AS, Arya KV (2020) A review on presentation attack detection system for fake fingerprint. Mod Phys Lett B 34(5):1\u201326. https:\/\/doi.org\/10.1142\/S021798492030001X","journal-title":"Mod Phys Lett B"},{"key":"10423_CR4","doi-asserted-by":"publisher","first-page":"100210","DOI":"10.1016\/j.mlwa.2021.100210","volume":"7","author":"S Agarwal","year":"2022","unstructured":"Agarwal S, Rattani A, Chowdary CR (2022) A-iLearn: an adaptive incremental learning model for spoof fingerprint detection. Mach Learn Appl 7:100210. https:\/\/doi.org\/10.1016\/j.mlwa.2021.100210","journal-title":"Mach Learn Appl"},{"key":"10423_CR5","doi-asserted-by":"publisher","unstructured":"Agrawal, D., Belagal, M., Soudagar, M. A., Pardeshi, P. C., & Pendari, N. T (2022) Fingerprint de-blurring and Liveness Detection using FDeblur-GAN and Deep Learning Techniques. In: Proceedings of 4th International Conference on Cybernetics, Cognition and Machine Learning Applications, ICCCMLA 2022, 444\u2013450. https:\/\/doi.org\/10.1109\/ICCCMLA56841.2022.9989223","DOI":"10.1109\/ICCCMLA56841.2022.9989223"},{"key":"10423_CR6","first-page":"1","volume":"5","author":"AS Ahmad","year":"2019","unstructured":"Ahmad AS, Hassan R, Ahmad MN (2019) Fake fingerprint detection approaches: a systematic review. Int J Innov Technol Explor Eng (IJITEE) 5:1\u20138","journal-title":"Int J Innov Technol Explor Eng (IJITEE)"},{"issue":"7","key":"10423_CR7","first-page":"45","volume":"9","author":"A Akeem","year":"2022","unstructured":"Akeem A, Titilope E (2022) E-Identity and security: study of the role of identity management in sustainable development. Adv Soc Sci Res J 9(7):45\u201353","journal-title":"Adv Soc Sci Res J"},{"issue":"5","key":"10423_CR8","first-page":"63","volume":"13","author":"Z Akhtar","year":"2015","unstructured":"Akhtar Z, Micheloni C, Foresti GL (2015) Biometric liveness detection: challenges and research opportunities. IEEE Comput Reliab Soc 13(5):63\u201372","journal-title":"IEEE Comput Reliab Soc"},{"key":"10423_CR9","doi-asserted-by":"publisher","DOI":"10.1007\/s41024-023-00274-6","author":"AA Aliu","year":"2023","unstructured":"Aliu AA, Ariff NRM, Ametefe DS, John D (2023) Automatic classification and isolation of cracks on masonry surfaces using deep transfer learning and semantic segmentation. J Build Pathol Rehabil. https:\/\/doi.org\/10.1007\/s41024-023-00274-6","journal-title":"J Build Pathol Rehabil"},{"key":"10423_CR10","doi-asserted-by":"publisher","DOI":"10.3390\/APP122211460","author":"A Almehmadi","year":"2022","unstructured":"Almehmadi A (2022) A behavioral-based fingerprint liveness and willingness detection system. Appl Sci (Switzerland). https:\/\/doi.org\/10.3390\/APP122211460","journal-title":"Appl Sci (Switzerland)"},{"key":"10423_CR11","doi-asserted-by":"publisher","DOI":"10.1111\/IJLH.14305","author":"DS Ametefe","year":"2024","unstructured":"Ametefe DS, Sarnin SS, Ali DM, Ametefe GD, John D, Aliu AA, Zoreno Z (2024) Automatic classification and segmentation of blast cells using deep transfer learning and active contours. Int J Lab Hematol. https:\/\/doi.org\/10.1111\/IJLH.14305","journal-title":"Int J Lab Hematol"},{"key":"10423_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/S40031-024-01066-3\/METRICS","author":"DS Ametefe","year":"2024","unstructured":"Ametefe DS, Sarnin SS, Ali DM, Muhamad WNW, Ametefe GD, John D, Aliu AA (2024) Enhancing fingerprint authentication: a systematic review of liveness detection methods against presentation attacks. J Inst Eng (India) Ser B. https:\/\/doi.org\/10.1007\/S40031-024-01066-3\/METRICS","journal-title":"J Inst Eng (India) Ser B"},{"issue":"4","key":"10423_CR13","doi-asserted-by":"publisher","first-page":"1703","DOI":"10.1007\/S00371-022-02437-X\/METRICS","volume":"39","author":"DS Ametefe","year":"2023","unstructured":"Ametefe DS, Sarnin SS, Ali DM, Muhammad ZZ (2023) Fingerprint pattern classification using deep transfer learning and data augmentation. V Comput 39(4):1703\u20131716. https:\/\/doi.org\/10.1007\/S00371-022-02437-X\/METRICS","journal-title":"V Comput"},{"issue":"2","key":"10423_CR14","doi-asserted-by":"publisher","first-page":"217","DOI":"10.1080\/21681163.2021.2012826","volume":"10","author":"DS Ametefe","year":"2022","unstructured":"Ametefe DS, Sarnin SS, Ali DM, Zaheer MZ (2022) Fingerprint liveness detection schemes: a review on presentation attack. Comput Methods Biomech Biomed Eng: Imaging & Vis 10(2):217\u2013240. https:\/\/doi.org\/10.1080\/21681163.2021.2012826","journal-title":"Comput Methods Biomech Biomed Eng: Imaging & Vis"},{"key":"10423_CR15","doi-asserted-by":"publisher","unstructured":"Bisztray, T., & Gruschka, N (2019) Privacy impact assessment: Comparing methodologies with a focus on practicality. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 11875 LNCS, 3\u201319. https:\/\/doi.org\/10.1007\/978-3-030-35055-0_1","DOI":"10.1007\/978-3-030-35055-0_1"},{"issue":"1","key":"10423_CR16","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1007\/S10796-016-9667-5\/METRICS","volume":"20","author":"D Carpenter","year":"2018","unstructured":"Carpenter D, McLeod A, Hicks C, Maasberg M (2018) Privacy and biometrics: an empirical examination of employee concerns. Inf Syst Front 20(1):91\u2013110. https:\/\/doi.org\/10.1007\/S10796-016-9667-5\/METRICS","journal-title":"Inf Syst Front"},{"key":"10423_CR17","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1016\/J.INDMARMAN.2021.06.005","volume":"97","author":"S Cartwright","year":"2021","unstructured":"Cartwright S, Liu H, Raddats C (2021) Strategic use of social media within business-to-business (B2B) marketing: a systematic literature review. Ind Mark Manage 97:35\u201358. https:\/\/doi.org\/10.1016\/J.INDMARMAN.2021.06.005","journal-title":"Ind Mark Manage"},{"key":"10423_CR18","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1016\/J.PATREC.2022.09.002","volume":"171","author":"R Casula","year":"2023","unstructured":"Casula R, Micheletto M, Orr\u00fa G, Marcialis GL, Roli F (2023) Towards realistic fingerprint presentation attacks: the screenSpoof method. Pattern Recogn Lett 171:192\u2013200. https:\/\/doi.org\/10.1016\/J.PATREC.2022.09.002","journal-title":"Pattern Recogn Lett"},{"key":"10423_CR19","doi-asserted-by":"publisher","first-page":"863","DOI":"10.1109\/TIFS.2023.3327663","volume":"19","author":"R Casula","year":"2024","unstructured":"Casula R, Orru G, Marrone S, Gagliardini U, Marcialis GL, Sansone C (2024) Realistic fingerprint presentation attacks based on an adversarial approach. IEEE Trans Inf Forensics Secur 19:863\u2013877. https:\/\/doi.org\/10.1109\/TIFS.2023.3327663","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"1","key":"10423_CR20","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1111\/J.1541-1338.2011.00537.X","volume":"29","author":"A Cavoukian","year":"2012","unstructured":"Cavoukian A, Chibba M, Stoianov A (2012) Advances in biometric encryption: taking privacy by design from academic research to deployment. Rev Policy Res 29(1):37\u201361. https:\/\/doi.org\/10.1111\/J.1541-1338.2011.00537.X","journal-title":"Rev Policy Res"},{"issue":"1","key":"10423_CR21","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1109\/JSSC.2022.3220081","volume":"58","author":"J-S Chang","year":"2023","unstructured":"Chang J-S, Jang E, Choi Y, Song M, Lee S, Kang G-J, Kim J, Song U, Cho C-Y, Ko G, Hwang H, Lee J, Lee H-S, Kwon Y-I, Seo K, Kim T, Lim H-W, Song S, Lee J-Y, Kwak SU (2023) A 1.05-A\/m Minimum magnetic field strength single-chip, fully integrated biometric smart card SoC achieving 792.5-ms transaction time with anti-spoofing fingerprint authentication. IEEE J Sol State Circuits 58(1):155\u2013166. https:\/\/doi.org\/10.1109\/JSSC.2022.3220081","journal-title":"IEEE J Sol State Circuits"},{"issue":"1","key":"10423_CR22","doi-asserted-by":"publisher","first-page":"719","DOI":"10.32604\/cmc.2022.027984","volume":"73","author":"J Chen","year":"2022","unstructured":"Chen J, Yuan C, Cui C, Xia Z, Sun X, Akilan T (2022) A lightweight convolutional neural network with representation self-challenge for fingerprint liveness detection. Comput Mater Continua 73(1):719\u2013733. https:\/\/doi.org\/10.32604\/cmc.2022.027984","journal-title":"Comput Mater Continua"},{"issue":"6","key":"10423_CR23","doi-asserted-by":"publisher","first-page":"564","DOI":"10.1504\/IJAACS.2023.134830","volume":"16","author":"M Chen","year":"2023","unstructured":"Chen M, Yuan C, Lv Y (2023) Fingerprint liveness detection approaches: a survey. Int J Auton Adapt Commun Syst 16(6):564\u2013583. https:\/\/doi.org\/10.1504\/IJAACS.2023.134830","journal-title":"Int J Auton Adapt Commun Syst"},{"key":"10423_CR24","doi-asserted-by":"publisher","unstructured":"Chen, Z.-S., Pulungan, R., Li, Y.-H., Raswa, F. H., Harjoko, A., Wang, J.-C., Kinarta, I. Y., & Lee, C.-T (2023) Fingerprint Liveness Detection Using Handcrafted Feature Descriptors and Neural Network. 619\u2013621. https:\/\/doi.org\/10.1109\/GCCE56475.2022.10014245","DOI":"10.1109\/GCCE56475.2022.10014245"},{"issue":"9","key":"10423_CR25","doi-asserted-by":"publisher","first-page":"6471","DOI":"10.1007\/S00521-022-07894-Y\/METRICS","volume":"35","author":"M Chhabra","year":"2023","unstructured":"Chhabra M, Ravulakollu KK, Kumar M, Sharma A, Nayyar A (2023) Improving automated latent fingerprint detection and segmentation using deep convolutional neural network. Neural Comput Appl 35(9):6471\u20136497. https:\/\/doi.org\/10.1007\/S00521-022-07894-Y\/METRICS","journal-title":"Neural Comput Appl"},{"issue":"4","key":"10423_CR26","doi-asserted-by":"publisher","first-page":"787","DOI":"10.1109\/TIFS.2015.2400392","volume":"10","author":"I Chingovska","year":"2015","unstructured":"Chingovska I, Dos Anjos AR (2015) On the use of client identity information for face antispoofing. IEEE Trans Inf Forensics Secur 10(4):787\u2013796. https:\/\/doi.org\/10.1109\/TIFS.2015.2400392","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR27","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. https:\/\/doi.org\/10.1109\/TIFS.2020.2990789","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR28","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3218335","author":"RC Contreras","year":"2022","unstructured":"Contreras RC, Nonato LG, Boaventura M, Boaventura IAG, Dos Santos FL, Zanin RB, Viana MS (2022) A new multi-filter framework for texture image representation improvement using set of pattern descriptors to fingerprint liveness detection. IEEE Access. https:\/\/doi.org\/10.1109\/access.2022.3218335","journal-title":"IEEE Access"},{"key":"10423_CR29","doi-asserted-by":"publisher","DOI":"10.5296\/ijssr.v9i2.18649","author":"J Dah","year":"2021","unstructured":"Dah J, Hussin N (2021) A conceptual framework of a streamlined extended technology acceptance model for mobile application adoption. Int J Soc Sci Res. https:\/\/doi.org\/10.5296\/ijssr.v9i2.18649","journal-title":"Int J Soc Sci Res"},{"key":"10423_CR30","doi-asserted-by":"publisher","first-page":"113114","DOI":"10.1016\/J.ESWA.2019.113114","volume":"143","author":"S Dargan","year":"2020","unstructured":"Dargan S, Kumar M (2020) A comprehensive survey on the biometric recognition systems based on physiological and behavioral modalities. Expert Syst Appl 143:113114. https:\/\/doi.org\/10.1016\/J.ESWA.2019.113114","journal-title":"Expert Syst Appl"},{"issue":"4","key":"10423_CR31","doi-asserted-by":"publisher","first-page":"539","DOI":"10.1007\/S12553-017-0202-6\/FIGURES\/1","volume":"7","author":"P Dixon","year":"2017","unstructured":"Dixon P (2017) A failure to do no harm india\u2019s aadhaar biometric id program and its inability to protect privacy in relation to measures in Europe and the U.S. Health Technol 7(4):539\u2013567. https:\/\/doi.org\/10.1007\/S12553-017-0202-6\/FIGURES\/1","journal-title":"Health Technol"},{"key":"10423_CR32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-50673-9_4\/COVER","author":"M Drahansk\u00fd","year":"2017","unstructured":"Drahansk\u00fd M, Kanich O, B\u0159ezinov\u00e1 E (2017) Challenges for fingerprint recognition\u2014Spoofing, skin diseases, and environmental effects: is fingerprint recognition really so reliable and secure. Adv Comput Vis Pattern Recognit. https:\/\/doi.org\/10.1007\/978-3-319-50673-9_4\/COVER","journal-title":"Adv Comput Vis Pattern Recognit"},{"key":"10423_CR33","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2535899","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. https:\/\/doi.org\/10.1109\/TIFS.2016.2535899","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR34","doi-asserted-by":"publisher","unstructured":"Engelsma, J. J., & Jain, A. K (2019) Generalizing Fingerprint Spoof Detector: Learning a One-Class Classifier. In: 2019 International Conference on Biometrics, ICB 2019. https:\/\/doi.org\/10.1109\/ICB45273.2019.8987319","DOI":"10.1109\/ICB45273.2019.8987319"},{"issue":"2","key":"10423_CR35","doi-asserted-by":"publisher","first-page":"552","DOI":"10.3390\/S21020552","volume":"21","author":"F Farid","year":"2021","unstructured":"Farid F, Elkhodr M, Sabrina F, Ahamed F, Gide E (2021) A smart biometric identity management framework for personalised IoT and cloud computing-based healthcare services. Sensors 21(2):552. https:\/\/doi.org\/10.3390\/S21020552","journal-title":"Sensors"},{"key":"10423_CR36","doi-asserted-by":"publisher","first-page":"3974","DOI":"10.1109\/TIFS.2024.3372813","volume":"19","author":"H Fei","year":"2024","unstructured":"Fei H, Huang C, Wu S, Wang Z, Jia Z, Feng J (2024) Fingerprint presentation attack detection by region decomposition. IEEE Trans Inf Forensics Secur 19:3974\u20133985. https:\/\/doi.org\/10.1109\/TIFS.2024.3372813","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"1","key":"10423_CR37","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13640-020-0490-z","volume":"2020","author":"J Fei","year":"2020","unstructured":"Fei J, Xia Z, Yu P, Xiao F (2020) Adversarial attacks on fingerprint liveness detection. Eurasip J Imag Video Process 2020(1):1\u201311. https:\/\/doi.org\/10.1186\/s13640-020-0490-z","journal-title":"Eurasip J Imag Video Process"},{"key":"10423_CR38","unstructured":"Ferrari, N. (2019). Context-Based Authentication and Lightweight Group Key Establishment Protocol for IoT Devices. https:\/\/urn.kb.se\/resolve?urn=urn:nbn:se:miun:diva-36975"},{"issue":"3","key":"10423_CR39","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1049\/iet-bmt.2016.0007","volume":"6","author":"L Ghiani","year":"2017","unstructured":"Ghiani L, Hadid A, Marcialis GL, Roli F (2017) Fingerprint liveness detection using local texture features. IET Biom 6(3):224\u2013231. https:\/\/doi.org\/10.1049\/iet-bmt.2016.0007","journal-title":"IET Biom"},{"key":"10423_CR40","doi-asserted-by":"publisher","DOI":"10.1108\/IJPCC-10-2021-0248","author":"AK Gona","year":"2022","unstructured":"Gona AK (2022) IoT-based multimodal liveness detection using the fusion of ECG and fingerprint. Int J Pervasive Comput Commun. https:\/\/doi.org\/10.1108\/IJPCC-10-2021-0248","journal-title":"Int J Pervasive Comput Commun"},{"key":"10423_CR41","doi-asserted-by":"publisher","first-page":"730","DOI":"10.1109\/TIFS.2022.3227762","volume":"18","author":"SA Grosz","year":"2023","unstructured":"Grosz SA, Jain AK (2023) SpoofGAN: synthetic fingerprint spoof images. IEEE Trans Inf Forensics Secur 18:730\u2013743. https:\/\/doi.org\/10.1109\/TIFS.2022.3227762","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"2","key":"10423_CR42","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1080\/00141844.2019.1705869","volume":"87","author":"K Gr\u00fcnenberg","year":"2022","unstructured":"Gr\u00fcnenberg K (2022) Wearing someone else\u2019s face: biometric technologies, anti-spoofing and the fear of the unknown. Ethnos 87(2):223\u2013240. https:\/\/doi.org\/10.1080\/00141844.2019.1705869","journal-title":"Ethnos"},{"key":"10423_CR43","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/J.IOTCPS.2022.04.001","volume":"2","author":"A Haleem","year":"2022","unstructured":"Haleem A, Javaid M, Pratap Singh R, Suman R (2022) Medical 4.0 technologies for healthcare: features, capabilities, and applications. Internet of Things Cyber Phys Syst 2:12\u201330. https:\/\/doi.org\/10.1016\/J.IOTCPS.2022.04.001","journal-title":"Internet of Things Cyber Phys Syst"},{"key":"10423_CR44","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.cose.2018.11.003","volume":"81","author":"M Hammad","year":"2019","unstructured":"Hammad M, Wang K (2019) Parallel score fusion of ECG and fingerprint for human authentication based on convolution. Comput Secur 81:107\u2013122. https:\/\/doi.org\/10.1016\/j.cose.2018.11.003","journal-title":"Comput Secur"},{"key":"10423_CR45","doi-asserted-by":"publisher","DOI":"10.37256\/CNC.1120232667","author":"J Hemmes","year":"2023","unstructured":"Hemmes J, Fulton S, Dressler J, Kirkman S (2023) Trust and risk assessment in IoT networks. Comput Netw Commun. https:\/\/doi.org\/10.37256\/CNC.1120232667","journal-title":"Comput Netw Commun"},{"issue":"3","key":"10423_CR46","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1109\/TBIOM.2021.3115465","volume":"4","author":"AK Jain","year":"2022","unstructured":"Jain AK, Deb D, Engelsma JJ (2022) Biometrics: trust, but verify. IEEE Trans Biom, Behav Identity Sci 4(3):303\u2013323. https:\/\/doi.org\/10.1109\/TBIOM.2021.3115465","journal-title":"IEEE Trans Biom, Behav Identity Sci"},{"key":"10423_CR47","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1016\/J.PATREC.2015.12.013","volume":"79","author":"AK Jain","year":"2016","unstructured":"Jain AK, Nandakumar K, Ross A (2016) 50 years of biometric research: accomplishments, challenges, and opportunities. Pattern Recogn Lett 79:80\u2013105. https:\/\/doi.org\/10.1016\/J.PATREC.2015.12.013","journal-title":"Pattern Recogn Lett"},{"key":"10423_CR48","doi-asserted-by":"publisher","DOI":"10.1177\/00307270231205640","author":"D John","year":"2023","unstructured":"John D, Hussin N, Shahibi MS, Ahmad M, Hashim H, Ametefe DS (2023) A systematic review on the factors governing precision agriculture adoption among small-scale farmers. Outlook Agric. https:\/\/doi.org\/10.1177\/00307270231205640","journal-title":"Outlook Agric"},{"issue":"8","key":"10423_CR49","doi-asserted-by":"publisher","first-page":"5132","DOI":"10.1016\/j.jksuci.2022.01.004","volume":"34","author":"RM Jomaa","year":"2022","unstructured":"Jomaa RM, Islam MS, Mathkour H, Al-Ahmadi S (2022) A multilayer system to boost the robustness of fingerprint authentication against presentation attacks by fusion with heart-signal. J King Saud Univ Comput Inf Sci 34(8):5132\u20135143. https:\/\/doi.org\/10.1016\/j.jksuci.2022.01.004","journal-title":"J King Saud Univ Comput Inf Sci"},{"key":"10423_CR50","doi-asserted-by":"publisher","first-page":"109935","DOI":"10.1016\/J.PATCOG.2023.109935","volume":"145","author":"M Joshi","year":"2024","unstructured":"Joshi M, Mazumdar B, Dey S (2024) A novel minutiae-oriented approach for partial fingerprint-based MasterPrint mitigation. Pattern Recogn 145:109935. https:\/\/doi.org\/10.1016\/J.PATCOG.2023.109935","journal-title":"Pattern Recogn"},{"key":"10423_CR51","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3308654","author":"T Kang","year":"2023","unstructured":"Kang T, Oh KI, Lee JJ, Kim SE, Lee W, Oh W, Kim SE (2023) Anti-spoofing for fingerprint recognition using electric body pulse response. IEEE Internet Things J. https:\/\/doi.org\/10.1109\/JIOT.2023.3308654","journal-title":"IEEE Internet Things J"},{"issue":"9","key":"10423_CR52","doi-asserted-by":"publisher","first-page":"11585","DOI":"10.1007\/S11042-018-6701-2\/METRICS","volume":"78","author":"J Kaur","year":"2019","unstructured":"Kaur J, Jindal N (2019) A secure image encryption algorithm based on fractional transforms and scrambling in combination with multimodal biometric keys. Multimed Tool and Appl 78(9):11585\u201311606. https:\/\/doi.org\/10.1007\/S11042-018-6701-2\/METRICS","journal-title":"Multimed Tool and Appl"},{"key":"10423_CR53","doi-asserted-by":"publisher","first-page":"80181","DOI":"10.1109\/ACCESS.2023.3298824","volume":"11","author":"HU Khan","year":"2023","unstructured":"Khan HU, Malik MZ, Nazir S, Khan F (2023) Utilizing bio metric system for enhancing cyber security in banking sector: a systematic analysis. IEEE Access 11:80181\u201380198. https:\/\/doi.org\/10.1109\/ACCESS.2023.3298824","journal-title":"IEEE Access"},{"issue":"11","key":"10423_CR54","doi-asserted-by":"publisher","first-page":"4528","DOI":"10.3390\/SU12114528","volume":"12","author":"C Kim","year":"2020","unstructured":"Kim C, Lee KC, Costello FJ (2020) The intention of passengers towards repeat use of biometric security for sustainable airport management. Sustainability 12(11):4528. https:\/\/doi.org\/10.3390\/SU12114528","journal-title":"Sustainability"},{"issue":"1","key":"10423_CR55","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. https:\/\/doi.org\/10.1109\/LSP.2016.2636158","journal-title":"IEEE Signal Process Lett"},{"key":"10423_CR56","doi-asserted-by":"publisher","unstructured":"Kindt, E. J (2013) Privacy and data protection issues of biometric applications: A comparative legal analysis. In Privacy and Data Protection Issues of Biometric Applications: A Comparative Legal Analysis. Springer Netherlands. https:\/\/doi.org\/10.1007\/978-94-007-7522-0\/COVER","DOI":"10.1007\/978-94-007-7522-0\/COVER"},{"issue":"2","key":"10423_CR57","doi-asserted-by":"publisher","first-page":"227","DOI":"10.3390\/JCP3020013","volume":"3","author":"S Kokal","year":"2023","unstructured":"Kokal S, Vanamala M, Dave R (2023) Deep learning and machine learning, better together than Apart: a review on biometrics mobile authentication. J Cybersecur Priv 3(2):227\u2013258. https:\/\/doi.org\/10.3390\/JCP3020013","journal-title":"J Cybersecur Priv"},{"key":"10423_CR58","doi-asserted-by":"crossref","unstructured":"Kugler, M. B (2019) From Identification to Identity Theft: Public Perceptions of Biometric Privacy Harms. UC Irvine Law Review, 10. https:\/\/heinonline.org\/HOL\/Page?handle=hein.journals\/ucirvlre10&id=111&div=&collection=","DOI":"10.2139\/ssrn.3289850"},{"key":"10423_CR59","unstructured":"Leaton Gray, S (2021) Biometrics Institute 20th Anniversary Report. Biometrics Institute: London, UK. . https:\/\/www.biometricsinstitute.org\/sdm_downloads\/20th-anniversary-report\/"},{"key":"10423_CR60","doi-asserted-by":"publisher","unstructured":"Lee, S. H., Lim, M. Y., Park, S. H., Yoo, H. J., & Lee, Y. K (2022) Towards cross-materials: fingerprint liveness detection based on style transfer. In: International Conference on ICT Convergence, 2022-October, 1332\u20131334. https:\/\/doi.org\/10.1109\/ICTC55196.2022.9952430","DOI":"10.1109\/ICTC55196.2022.9952430"},{"key":"10423_CR61","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11162515","author":"YK Lee","year":"2022","unstructured":"Lee YK, Jeong J, Kang D (2022) An effective orchestration for fingerprint presentation attack detection. Electron (Switzerland). https:\/\/doi.org\/10.3390\/electronics11162515","journal-title":"Electron (Switzerland)"},{"key":"10423_CR62","first-page":"1","volume":"1","author":"H Li","year":"2023","unstructured":"Li H, Ramachandra R (2023) Deep learning based fingerprint presentation attack detection: a comprehensive survey. ACM Comput Surv J 1:1\u201329","journal-title":"ACM Comput Surv J"},{"key":"10423_CR63","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2021.116603","author":"J Li","year":"2022","unstructured":"Li J, Chen Y, Zhang E (2022) Comprehensive edge direction descriptor for fingerprint liveness detection. Signal Process: Imag Commun. https:\/\/doi.org\/10.1016\/j.image.2021.116603","journal-title":"Signal Process: Imag Commun"},{"issue":"9","key":"10423_CR64","doi-asserted-by":"publisher","first-page":"9128","DOI":"10.1109\/JIOT.2020.3004077","volume":"7","author":"Y Liang","year":"2020","unstructured":"Liang Y, Samtani S, Guo B, Yu Z (2020) Behavioral biometrics for continuous authentication in the Internet-of-Things Era: an artificial intelligence perspective. IEEE Internet Things J 7(9):9128\u20139143. https:\/\/doi.org\/10.1109\/JIOT.2020.3004077","journal-title":"IEEE Internet Things J"},{"key":"10423_CR65","doi-asserted-by":"publisher","DOI":"10.1145\/3603705","author":"CW Lien","year":"2023","unstructured":"Lien CW, Vhaduri S (2023) Challenges and opportunities of biometric user authentication in the age of IoT: a survey. ACM Comput Surv. https:\/\/doi.org\/10.1145\/3603705","journal-title":"ACM Comput Surv"},{"key":"10423_CR66","doi-asserted-by":"publisher","unstructured":"Lim, M. Y., Kim, T. Y., Park, J. E., Hong, P. M., & Lee, Y. K (2022) A central point-based analysis for fingerprint liveness detection. In: International Conference on ICT Convergence, 2022-October, 1307\u20131309. https:\/\/doi.org\/10.1109\/ICTC55196.2022.9952772","DOI":"10.1109\/ICTC55196.2022.9952772"},{"key":"10423_CR67","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3197058","author":"F Liu","year":"2022","unstructured":"Liu F, Kong Z, Liu H, Zhang W, Shen L (2022) Fingerprint presentation attack detection by channel-wise feature denoising. IEEE Trans Inf Forensics Secur. https:\/\/doi.org\/10.1109\/TIFS.2022.3197058","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR68","doi-asserted-by":"publisher","first-page":"3461","DOI":"10.1109\/TIFS.2023.3282386","volume":"18","author":"YP Liu","year":"2023","unstructured":"Liu YP, Zuo W, Liang R, Sun H, Li Z (2023) Prototype-guided autoencoder for OCT-based fingerprint presentation attack detection. IEEE Trans Inf Forensics Secur 18:3461\u20133475. https:\/\/doi.org\/10.1109\/TIFS.2023.3282386","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR69","doi-asserted-by":"publisher","unstructured":"Matthew, P., & Anderson, M (2016) Developing coercion detection solutions for biometrie security. In: Proceedings of 2016 SAI Computing Conference, SAI 2016, 1123\u20131130. https:\/\/doi.org\/10.1109\/SAI.2016.7556118","DOI":"10.1109\/SAI.2016.7556118"},{"key":"10423_CR70","doi-asserted-by":"publisher","DOI":"10.1177\/2053951720904386","author":"A McStay","year":"2020","unstructured":"McStay A (2020) Emotional AI, soft biometrics and the surveillance of emotional life: an unusual consensus on privacy. Big Data Soc. https:\/\/doi.org\/10.1177\/2053951720904386","journal-title":"Big Data Soc"},{"key":"10423_CR71","doi-asserted-by":"publisher","first-page":"103572","DOI":"10.1016\/J.BSPC.2022.103572","volume":"75","author":"R Mehboob","year":"2022","unstructured":"Mehboob R, Dawood H (2022) DEHFF \u2013 A hybrid approach based on distinctively encoded fingerprint features for live fingerprint detection. Biomed Signal Process Control 75:103572. https:\/\/doi.org\/10.1016\/J.BSPC.2022.103572","journal-title":"Biomed Signal Process Control"},{"key":"10423_CR72","doi-asserted-by":"publisher","first-page":"109782","DOI":"10.1016\/J.PATCOG.2023.109782","volume":"143","author":"R Mehboob","year":"2023","unstructured":"Mehboob R, Dawood H, Dawood H (2023) An encoded histogram of ridge bifurcations and contours for fingerprint presentation attack detection. Pattern Recogn 143:109782. https:\/\/doi.org\/10.1016\/J.PATCOG.2023.109782","journal-title":"Pattern Recogn"},{"key":"10423_CR73","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/6590928","author":"WS Melo","year":"2018","unstructured":"Melo WS, MacHado RCS, Carmo LFRC (2018) Using physical context-based authentication against external attacks: models and protocols. Secur Commun Netw. https:\/\/doi.org\/10.1155\/2018\/6590928","journal-title":"Secur Commun Netw"},{"key":"10423_CR74","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-92627-8_3\/COVER","author":"Y Moolla","year":"2019","unstructured":"Moolla Y, Darlow L, Sharma A, Singh A, van der Merwe J (2019) Optical coherence tomography for fingerprint presentation attack detection. Adv Comput Vis Pattern Recognit. https:\/\/doi.org\/10.1007\/978-3-319-92627-8_3\/COVER","journal-title":"Adv Comput Vis Pattern Recognit"},{"key":"10423_CR75","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/7997509","author":"S Noh","year":"2022","unstructured":"Noh S, Kim J, Lee S, Kang Y, Park C, Shin Y (2022) Broken heart: privacy leakage analysis on ECG-based authentication schemes. Secur Commun Netw. https:\/\/doi.org\/10.1155\/2022\/7997509","journal-title":"Secur Commun Netw"},{"key":"10423_CR76","doi-asserted-by":"publisher","unstructured":"Ozkiper, Z. I., Turgut, Z., Atmaca, T., & Aydin, M. A (2022) Fingerprint Liveness Detection Using Deep Learning. In: Proceedings\u20142022 International Conference on Future Internet of Things and Cloud, FiCloud 2022, 129\u2013135. https:\/\/doi.org\/10.1109\/FICLOUD57274.2022.00025","DOI":"10.1109\/FICLOUD57274.2022.00025"},{"key":"10423_CR77","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/J.NEUCOM.2012.03.023","volume":"109","author":"J Pedraza","year":"2013","unstructured":"Pedraza J, Patricio MA, de As\u00eds A, Molina JM (2013) Privacy-by-design rules in face recognition system. Neurocomputing 109:49\u201355. https:\/\/doi.org\/10.1016\/J.NEUCOM.2012.03.023","journal-title":"Neurocomputing"},{"key":"10423_CR78","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2024.3403770","author":"J Priesnitz","year":"2024","unstructured":"Priesnitz J, Casula R, Kolberg J, Fang M, Madhu A, Rathgeb C, Marcialis GL, Damer N, Busch C (2024) Mobile contactless fingerprint presentation attack detection: generalizability and explainability. IEEE Trans Biom, Behav, Identity Sci. https:\/\/doi.org\/10.1109\/TBIOM.2024.3403770","journal-title":"IEEE Trans Biom, Behav, Identity Sci"},{"issue":"2","key":"10423_CR79","doi-asserted-by":"publisher","first-page":"735","DOI":"10.52783\/TJJPT.V44.I2.491","volume":"44","author":"R Rajendra Kumar","year":"2023","unstructured":"Rajendra Kumar R (2023) Literature review on improving IoT security using machine and deep learning technique. Tuijin Jishu J Propuls Technol 44(2):735\u2013757. https:\/\/doi.org\/10.52783\/TJJPT.V44.I2.491","journal-title":"Tuijin Jishu J Propuls Technol"},{"key":"10423_CR80","doi-asserted-by":"publisher","unstructured":"Raswa, F. H., Kinarta, I. Y., Pulungan, R., Harjoko, A., Lee, C., Li, Y. H., & Wang, J. C (2022) Fingerprint Liveness Detection Using Denoised-Bayes Shrink Wavelet and Aggregated Local Spatial and Frequency Features. In: Proceedings\u2014International Conference on Machine Learning and Cybernetics, 2022-September, 103\u2013108. https:\/\/doi.org\/10.1109\/ICMLC56445.2022.9941303","DOI":"10.1109\/ICMLC56445.2022.9941303"},{"issue":"1","key":"10423_CR81","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1007\/S11948-013-9440-9\/METRICS","volume":"20","author":"AP Rebera","year":"2014","unstructured":"Rebera AP, Bonfanti ME, Venier S (2014) Societal and ethical implications of anti-spoofing technologies in biometrics. Sci Eng Ethics 20(1):155\u2013169. https:\/\/doi.org\/10.1007\/S11948-013-9440-9\/METRICS","journal-title":"Sci Eng Ethics"},{"key":"10423_CR82","doi-asserted-by":"publisher","DOI":"10.1007\/S00500-023-08226-5\/METRICS","author":"G Reshma","year":"2023","unstructured":"Reshma G, Prasanna BT, Murthy HSN, Murthy TSN, Parthiban S, Sangeetha M (2023) Privacy-aware access control (PAAC)-based biometric authentication protocol (Bap) for mobile edge computing environment. Soft Comput. https:\/\/doi.org\/10.1007\/S00500-023-08226-5\/METRICS","journal-title":"Soft Comput"},{"key":"10423_CR83","doi-asserted-by":"publisher","first-page":"5994","DOI":"10.1109\/ACCESS.2018.2889996","volume":"7","author":"Z Rui","year":"2019","unstructured":"Rui Z, Yan Z (2019) A survey on biometric authentication: toward secure and privacy-preserving identification. IEEE Access 7:5994\u20136009. https:\/\/doi.org\/10.1109\/ACCESS.2018.2889996","journal-title":"IEEE Access"},{"key":"10423_CR84","doi-asserted-by":"crossref","unstructured":"S. Ametefe, D., S. Seroja, S., & M. Ali, D (2021) Fingerprint presentation attack detection using deep transfer learning and densenet201 network \/ Divine S. Ametefe, Suzi S. Seroja, and Darmawaty M. Ali. https:\/\/jeesr.uitm.edu.my\/","DOI":"10.24191\/jeesr.v19i1.013"},{"issue":"2","key":"10423_CR85","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1504\/IJBM.2024.137088","volume":"16","author":"D Senanu Ametefe","year":"2024","unstructured":"Senanu Ametefe D, Seroja Sarnin S, Mohd Ali D, John DB, Aliu AA (2024) Fingerprint multiple-class classifier: performance evaluation on known and unknown fingerprint spoofing materials. Int J Biom 16(2):113\u2013132. https:\/\/doi.org\/10.1504\/IJBM.2024.137088","journal-title":"Int J Biom"},{"issue":"7","key":"10423_CR86","doi-asserted-by":"publisher","first-page":"1696","DOI":"10.1109\/TIFS.2018.2799427","volume":"13","author":"A Sepas-Moghaddam","year":"2018","unstructured":"Sepas-Moghaddam A, Pereira F, Correia PL (2018) Light field-based face presentation attack detection: reviewing, benchmarking and one step further. IEEE Trans Inf Forensics Secur 13(7):1696\u20131709. https:\/\/doi.org\/10.1109\/TIFS.2018.2799427","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR87","doi-asserted-by":"publisher","first-page":"116786","DOI":"10.1016\/J.ESWA.2022.116786","volume":"198","author":"K Shaheed","year":"2022","unstructured":"Shaheed K, Mao A, Qureshi I, Abbas Q, Kumar M, Zhang X (2022) Finger-vein presentation attack detection using depthwise separable convolution neural network. Expert Syst Appl 198:116786. https:\/\/doi.org\/10.1016\/J.ESWA.2022.116786","journal-title":"Expert Syst Appl"},{"key":"10423_CR88","doi-asserted-by":"publisher","first-page":"107569","DOI":"10.1016\/J.ENGAPPAI.2023.107569","volume":"129","author":"K Shaheed","year":"2024","unstructured":"Shaheed K, Szczuko P, Kumar M, Qureshi I, Abbas Q, Ullah I (2024) Deep learning techniques for biometric security: a systematic review of presentation attack detection systems. Eng Appl Artif Intell 129:107569. https:\/\/doi.org\/10.1016\/J.ENGAPPAI.2023.107569","journal-title":"Eng Appl Artif Intell"},{"key":"10423_CR89","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1016\/J.PATREC.2021.10.013","volume":"152","author":"D Sharma","year":"2021","unstructured":"Sharma D, Selwal A (2021) FinPAD: state-of-the-art of fingerprint presentation attack detection mechanisms, taxonomy and future perspectives. Pattern Recogn Lett 152:225\u2013252. https:\/\/doi.org\/10.1016\/J.PATREC.2021.10.013","journal-title":"Pattern Recogn Lett"},{"key":"10423_CR90","doi-asserted-by":"publisher","first-page":"104713","DOI":"10.1016\/J.IMAVIS.2023.104713","volume":"135","author":"D Sharma","year":"2023","unstructured":"Sharma D, Selwal A (2023) SFincBuster: spoofed fingerprint buster via incremental learning using leverage bagging classifier. Image Vis Comput 135:104713. https:\/\/doi.org\/10.1016\/J.IMAVIS.2023.104713","journal-title":"Image Vis Comput"},{"key":"10423_CR91","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-018-01618-x","author":"RP Sharma","year":"2018","unstructured":"Sharma RP, Dey S (2018) Fingerprint liveness detection using local quality features. Vis Comput. https:\/\/doi.org\/10.1007\/s00371-018-01618-x","journal-title":"Vis Comput"},{"key":"10423_CR92","doi-asserted-by":"publisher","unstructured":"Shekar, B. H., & Kumari, V (2022) Deep Learning with DCT for Liveliness Detection. In: 9th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering, UPCON 2022. https:\/\/doi.org\/10.1109\/UPCON56432.2022.9986380","DOI":"10.1109\/UPCON56432.2022.9986380"},{"key":"10423_CR93","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1016\/J.INFFUS.2018.12.003","volume":"52","author":"M Singh","year":"2019","unstructured":"Singh M, Singh R, Ross A (2019) A comprehensive overview of biometric fusion. Inf Fus 52:187\u2013205. https:\/\/doi.org\/10.1016\/J.INFFUS.2018.12.003","journal-title":"Inf Fus"},{"key":"10423_CR94","doi-asserted-by":"publisher","unstructured":"Sittirit, N., Mongkolwat, P., Thaipisutikul, T., Supratak, A., Chen, Z. S., & Wang, J. C (2022) Fingerprint Liveness Detection with Voting Ensemble Classifier. In: 6th International Conference on Information Technology, InCIT 2022, 105\u2013110. https:\/\/doi.org\/10.1109\/INCIT56086.2022.10067668","DOI":"10.1109\/INCIT56086.2022.10067668"},{"key":"10423_CR95","doi-asserted-by":"publisher","first-page":"20386","DOI":"10.1109\/ACCESS.2020.2969015","volume":"8","author":"M Skowron","year":"2020","unstructured":"Skowron M, Janicki A, Mazurczyk W (2020) Traffic fingerprinting attacks on internet of things using machine learning. IEEE Access 8:20386\u201320400. https:\/\/doi.org\/10.1109\/ACCESS.2020.2969015","journal-title":"IEEE Access"},{"issue":"4","key":"10423_CR96","doi-asserted-by":"publisher","first-page":"524","DOI":"10.1109\/TBIOM.2023.3293910","volume":"5","author":"H Sun","year":"2023","unstructured":"Sun H, Zhang Y, Chen P, Wang H, Liang R (2023) Internal structure attention network for fingerprint presentation attack detection from optical coherence tomography. IEEE Trans Biom, Behav Identity Sci 5(4):524\u2013537. https:\/\/doi.org\/10.1109\/TBIOM.2023.3293910","journal-title":"IEEE Trans Biom, Behav Identity Sci"},{"key":"10423_CR97","doi-asserted-by":"publisher","first-page":"4243","DOI":"10.1109\/TIFS.2023.3293414","volume":"18","author":"H Sun","year":"2023","unstructured":"Sun H, Zhang Y, Chen P, Wang H, Liu YP, Liang R (2023) A new approach in automated fingerprint presentation attack detection using optical coherence tomography. IEEE Trans Inf Forensics Secur 18:4243\u20134257. https:\/\/doi.org\/10.1109\/TIFS.2023.3293414","journal-title":"IEEE Trans Inf Forensics Secur"},{"key":"10423_CR98","doi-asserted-by":"crossref","unstructured":"Tang, B., Wang, Z., Bin, Y., Dou, Q., Yang, Y., & Shen, H. T (2024) Ensemble Diversity Facilitates Adversarial Transferability. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 24377\u201324386. https:\/\/github.com\/tangbwb\/SMER","DOI":"10.1109\/CVPR52733.2024.02301"},{"key":"10423_CR99","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-98734-7_21\/COVER","author":"S Tanwar","year":"2018","unstructured":"Tanwar S, Tyagi S, Kumar N, Obaidat MS (2018) Ethical, legal, and social implications of biometric technologies. Biom Based Phys Cybersecur Syst. https:\/\/doi.org\/10.1007\/978-3-319-98734-7_21\/COVER","journal-title":"Biom Based Phys Cybersecur Syst"},{"key":"10423_CR100","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-30436-2_7\/COVER","author":"K Thakur","year":"2019","unstructured":"Thakur K, Vyas P (2019) Social impact of biometric technology: myth and implications of biometrics: issues and challenges advances in biometrics: modern methods and implementation. Strategies. https:\/\/doi.org\/10.1007\/978-3-030-30436-2_7\/COVER","journal-title":"Strategies"},{"key":"10423_CR101","doi-asserted-by":"publisher","unstructured":"Vargas Barona, A. T., Espejel Rivera, M. A., Castro-Ortega, R., Toxqui-Quitl, C., & Padilla-Vivanco, A (2023) Vein pattern classification using convolutional neuronal network and moment invariants 12674, 364\u2013370. https:\/\/doi.org\/10.1117\/12.2677811","DOI":"10.1117\/12.2677811"},{"issue":"127","key":"10423_CR102","doi-asserted-by":"publisher","first-page":"3347","DOI":"10.21203\/rs.3.rs-792415\/v1","volume":"4","author":"A Verma","year":"2022","unstructured":"Verma A, Garg AK, College E, Gupta A, Akbar M, Yadav AK, Yadav D, Gupta A (2022) Fingerprint presentation attack detection using referential quality metrics and minutiae count. Wirel Pers Commun 4(127):3347\u20133361. https:\/\/doi.org\/10.21203\/rs.3.rs-792415\/v1","journal-title":"Wirel Pers Commun"},{"issue":"1","key":"10423_CR103","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1504\/IJAIP.2023.133253","volume":"26","author":"A Verma","year":"2023","unstructured":"Verma A, Gupta VK, Goel S (2023) Transient liveness factor an attempt towards identification of innate fingerprint under varying spoof sample. Int J Adv Intell Paradigms 26(1):14\u201327. https:\/\/doi.org\/10.1504\/IJAIP.2023.133253","journal-title":"Int J Adv Intell Paradigms"},{"key":"10423_CR104","doi-asserted-by":"publisher","first-page":"e569","DOI":"10.7717\/PEERJ-CS.569","volume":"7","author":"KM Vinoth","year":"2021","unstructured":"Vinoth KM, Venkatachalam K, Prabu P, Almutairi A, Abouhawwash M (2021) Secure biometric authentication with de-duplication on distributed cloud storage. PeerJ Comput Sci 7:e569. https:\/\/doi.org\/10.7717\/PEERJ-CS.569","journal-title":"PeerJ Comput Sci"},{"issue":"4","key":"10423_CR105","doi-asserted-by":"publisher","first-page":"1725","DOI":"10.1007\/S11280-022-01058-7\/METRICS","volume":"25","author":"Z Wang","year":"2022","unstructured":"Wang Z, Yang Y, Li J, Zhu X (2022) Universal adversarial perturbations generative network. World Wide Web 25(4):1725\u20131746. https:\/\/doi.org\/10.1007\/S11280-022-01058-7\/METRICS","journal-title":"World Wide Web"},{"issue":"6","key":"10423_CR106","doi-asserted-by":"publisher","first-page":"4002","DOI":"10.1109\/TDSC.2021.3116552","volume":"19","author":"C Wu","year":"2022","unstructured":"Wu C, He K, Chen J, Zhao Z, Du R (2022) Toward robust detection of puppet attacks via characterizing fingertip-touch behaviors. IEEE Trans Dependable Secure Comput 19(6):4002\u20134018. https:\/\/doi.org\/10.1109\/TDSC.2021.3116552","journal-title":"IEEE Trans Dependable Secure Comput"},{"issue":"4","key":"10423_CR107","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, Sun X, Xiong NN, Shi YQ (2020) A novel weber local binary descriptor for fingerprint liveness detection. IEEE Trans Syste Man and Cybern: Syst 50(4):1526\u20131536. https:\/\/doi.org\/10.1109\/TSMC.2018.2874281","journal-title":"IEEE Trans Syste Man and Cybern: Syst"},{"issue":"5","key":"10423_CR108","doi-asserted-by":"publisher","first-page":"5609","DOI":"10.1109\/TPAMI.2022.3215850","volume":"45","author":"Z Yu","year":"2023","unstructured":"Yu Z, Qin Y, Li X, Zhao C, Lei Z, Zhao G (2023) Deep learning for face anti-spoofing: a survey. IEEE Trans Pattern Anal Mach Intell 45(5):5609\u20135631. https:\/\/doi.org\/10.1109\/TPAMI.2022.3215850","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"10423_CR109","doi-asserted-by":"publisher","unstructured":"Yuan, C., & Cui, B (2022) Adversarial Attack with Adaptive Gradient Variance for Deep Fake Fingerprint Detection. In: 2022 IEEE 24th International Workshop on Multimedia Signal Processing, MMSP 2022. https:\/\/doi.org\/10.1109\/MMSP55362.2022.9949122","DOI":"10.1109\/MMSP55362.2022.9949122"},{"issue":"2","key":"10423_CR110","doi-asserted-by":"publisher","first-page":"648","DOI":"10.1109\/TCDS.2021.3062624","volume":"14","author":"C Yuan","year":"2022","unstructured":"Yuan C, Jiao S, Sun X, Jonathan Wu (2022) MFFFLD: a Multimodal-feature-fusion-based fingerprint liveness detection. IEEE Trans Cognit Dev Syst 14(2):648\u2013661. https:\/\/doi.org\/10.1109\/TCDS.2021.3062624","journal-title":"IEEE Trans Cognit Dev Syst"},{"issue":"7","key":"10423_CR111","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1109\/CC.2016.7559076","volume":"13","author":"C Yuan","year":"2016","unstructured":"Yuan C, Sun X, Lv R (2016) Fingerprint liveness detection based on multi-scale LPQ and PCA. Ch Commun 13(7):60\u201365. https:\/\/doi.org\/10.1109\/CC.2016.7559076","journal-title":"Ch Commun"},{"issue":"4","key":"10423_CR112","doi-asserted-by":"publisher","first-page":"817","DOI":"10.1109\/JSTSP.2022.3174655","volume":"16","author":"C Yuan","year":"2022","unstructured":"Yuan C, Yu P, Xia Z, Sun X, Wu QMJ (2022) FLD-SRC: fingerprint liveness detection for AFIS based on spatial ridges continuity. IEEE J Sel Top Sign Proces 16(4):817\u2013827. https:\/\/doi.org\/10.1109\/JSTSP.2022.3174655","journal-title":"IEEE J Sel Top Sign Proces"},{"key":"10423_CR113","doi-asserted-by":"publisher","DOI":"10.1016\/J.JER.2023.10.043","author":"N Zaeri","year":"2023","unstructured":"Zaeri N, Qasim R (2023) Thermal image identification against pose and expression variations using deep learning. J Eng Res. https:\/\/doi.org\/10.1016\/J.JER.2023.10.043","journal-title":"J Eng Res"},{"key":"10423_CR114","doi-asserted-by":"publisher","first-page":"109981","DOI":"10.1016\/J.PATCOG.2023.109981","volume":"145","author":"W Zhang","year":"2024","unstructured":"Zhang W, Liu H, Liu F, Ramachandra R (2024) A uniform representation model for OCT-based fingerprint presentation attack detection and reconstruction. Pattern Recogn 145:109981. https:\/\/doi.org\/10.1016\/J.PATCOG.2023.109981","journal-title":"Pattern Recogn"},{"issue":"9","key":"10423_CR115","doi-asserted-by":"publisher","first-page":"e20052","DOI":"10.1016\/J.HELIYON.2023.E20052","volume":"9","author":"Y Zhang","year":"2023","unstructured":"Zhang Y, Yu S, Pu S, Wang Y, Wang K, Sun H, Wang H (2023) 3D CNN-based fingerprint anti-spoofing through optical coherence tomography. Heliyon 9(9):e20052. https:\/\/doi.org\/10.1016\/J.HELIYON.2023.E20052","journal-title":"Heliyon"},{"key":"10423_CR116","unstructured":"Zhou, S., M\u00f6ser, M., Yang, Z., Adida, B., Holz, T., Xiang, J., Goldfeder, S., Cao, Y., Plattner, M., Qin, X., Yang, Z., Chator, A., Zhang, Y., Zhang, Y., Wang, G., Wang, X., Zhu, H., King, S. T., Zou, W., & Shi, W. (2020). An Ever-evolving Game: Evaluation of Real-world Attacks and Defenses in Ethereum Ecosystem. In arXiv. https:\/\/www.usenix.org\/conference\/usenixsecurity20\/technical-sessions"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-024-10423-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-024-10423-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-024-10423-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,5]],"date-time":"2025-02-05T22:01:14Z","timestamp":1738792874000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-024-10423-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,5]]},"references-count":116,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2025,2]]}},"alternative-id":["10423"],"URL":"https:\/\/doi.org\/10.1007\/s00521-024-10423-8","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12,5]]},"assertion":[{"value":"15 February 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 August 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 December 2024","order":3,"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 known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Human or animal rights"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent"}}]}}