{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T15:05:17Z","timestamp":1773414317243,"version":"3.50.1"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319979083","type":"print"},{"value":"9783319979090","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-97909-0_35","type":"book-chapter","created":{"date-parts":[[2018,8,8]],"date-time":"2018-08-08T00:02:46Z","timestamp":1533686566000},"page":"321-330","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Fusing Multiple Deep Features\u00a0for\u00a0Face Anti-spoofing"],"prefix":"10.1007","author":[{"given":"Yan","family":"Tang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xing","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xi","family":"Jia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Linlin","family":"Shen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,8,9]]},"reference":[{"issue":"4","key":"35_CR1","doi-asserted-by":"publisher","first-page":"746","DOI":"10.1109\/TIFS.2015.2400395","volume":"10","author":"D Wen","year":"2015","unstructured":"Wen, D., Han, H., Jain, A.K.: Face spoof detection with image distortion analysis. IEEE Trans. Inf. Forensics Secur. 10(4), 746\u2013761 (2015)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"10","key":"35_CR2","doi-asserted-by":"publisher","first-page":"1499","DOI":"10.1109\/LSP.2016.2603342","volume":"23","author":"K Zhang","year":"2016","unstructured":"Zhang, K., Zhang, Z., Li, Z., Qiao, Y.: Joint face detection and alignment using multitask cascaded convolutional networks. IEEE Signal Process. Lett. 23(10), 1499\u20131503 (2016)","journal-title":"IEEE Signal Process. Lett."},{"key":"35_CR3","unstructured":"Bengio, S., Mari\u00e9thoz, J.: A statistical significance test for person authentication. In: The Speaker and Language Recognition Workshop (Odyssey), pp. 237\u2013244, Toledo (2004)"},{"key":"35_CR4","doi-asserted-by":"crossref","unstructured":"Zhang, Z., Yan, J., Liu, S., Lei, Z., Yi, D., Li, S. Z.: A Face antispoofing database with diverse attacks. In: IAPR International Conference on Biometrics, pp. 26\u201331 (2012)","DOI":"10.1109\/ICB.2012.6199754"},{"key":"35_CR5","doi-asserted-by":"crossref","unstructured":"Boulkenafet, Z., Komulainen, J., Li, L., Feng, X., Hadid, A.: OULU-NPU: a mobile face presentation attack database with real-world variations. In: IEEE International Conference on Automatic Face and Gesture Recognition, pp. 612\u2013618 (2017)","DOI":"10.1109\/FG.2017.77"},{"key":"35_CR6","doi-asserted-by":"crossref","unstructured":"Costa-Pazo, A., Bhattacharjee, S., Vazquez-Fernandez, E., Marcel, S.: The replay-mobile face presentation-attack database. In: Biometrics Special Interest Group (2016)","DOI":"10.1109\/BIOSIG.2016.7736936"},{"key":"35_CR7","doi-asserted-by":"crossref","unstructured":"Boulkenafet, Z., Komulainen, J., Akhtar, Z., Benlamoudi, A., Samai, D., Bekhouche, S., et al.: A competition on generalized software-based face presentation attack detection in mobile scenarios. In: IEEE International Joint Conference on Biometrics (2017)","DOI":"10.1109\/BTAS.2017.8272758"},{"key":"35_CR8","first-page":"373","volume":"9218","author":"J Yang","year":"2014","unstructured":"Yang, J., Lei, Z., Li, S.Z.: Learn convolutional neural network for face anti-spoofing. Comput. Sci. 9218, 373\u2013384 (2014)","journal-title":"Comput. Sci."},{"key":"35_CR9","doi-asserted-by":"crossref","unstructured":"Atoum, Y., Liu, Y., Jourabloo, A., Liu, X.: Face Anti-spoofing using patch and depth-based CNNs. In: IEEE International Joint Conference on Biometrics (2018)","DOI":"10.1109\/BTAS.2017.8272713"},{"issue":"8","key":"35_CR10","doi-asserted-by":"publisher","first-page":"1818","DOI":"10.1109\/TIFS.2016.2555286","volume":"11","author":"Z Boulkenafet","year":"2016","unstructured":"Boulkenafet, Z., Komulainen, J., Hadid, A.: Face spoofing detection using colour texture analysis. IEEE Trans. Inf. Forensics Secur. 11(8), 1818\u20131830 (2016)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"35_CR11","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1016\/j.jvcir.2017.09.002","volume":"49","author":"Y Wang","year":"2017","unstructured":"Wang, Y., Nian, F., Li, T., Meng, Z., Wang, K.: Robust face anti-spoofing with depth information. J. Vis. Commun. Image Represent. 49, 332\u2013337 (2017)","journal-title":"J. Vis. Commun. Image Represent."},{"key":"35_CR12","doi-asserted-by":"crossref","unstructured":"Boulkenafet, Z., Komulainen, J., Hadid, A.: Face anti-spoofing based on colour texture analysis. In: IEEE International Conference on Image Processing, pp. 2636\u20132640 (2015)","DOI":"10.1109\/ICIP.2015.7351280"},{"issue":"2","key":"35_CR13","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1016\/j.jvcir.2016.03.019","volume":"38","author":"L Feng","year":"2016","unstructured":"Feng, L., Po, L.M., Li, Y., Xu, X., Yuan, F., Cheung, C.H., et al.: Integration of image quality and motion cues for face anti-spoofing. J. Vis. Commun. Image Represent. 38(2), 451\u2013460 (2016)","journal-title":"J. Vis. Commun. Image Represent."},{"key":"35_CR14","doi-asserted-by":"crossref","unstructured":"Pan, G., Sun, L., Wu, Z., Lao, S.: Eyeblink-based anti-spoofing in face recognition from a generic webcamera. In: IEEE International Conference on Computer Vision, pp. 1\u20138 (2007)","DOI":"10.1109\/ICCV.2007.4409068"},{"key":"35_CR15","doi-asserted-by":"crossref","unstructured":"Li, L., Feng, X., Boulkenafet, Z., Xia, Z., Li, M., Hadid, A.: An original face anti-spoofing approach using partial convolutional neural network. In: International Conference on Image Processing Theory TOOLS and Applications, pp. 1\u20136. IEEE (2017)","DOI":"10.1109\/IPTA.2016.7821013"},{"key":"35_CR16","doi-asserted-by":"crossref","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition. In: Computer Vision and Pattern Recognition, pp. 770\u2013778 (2016)","DOI":"10.1109\/CVPR.2016.90"},{"key":"35_CR17","first-page":"141","volume":"24","author":"Z Boulkenafet","year":"2017","unstructured":"Boulkenafet, Z., Komulainen, J., Hadid, A.: Face antispoofing using speeded-up robust features and fisher vector encoding. IEEE Sig. Process. Lett. 24, 141\u2013145 (2017)","journal-title":"IEEE Sig. Process. Lett."},{"key":"35_CR18","unstructured":"ISO\/IEC JTC 1\/SC 37 Biometrics. Information technology - Biometric Presentation attack detection - Part 1: Framework. International Organization for Standardization (2016)"},{"key":"35_CR19","doi-asserted-by":"crossref","unstructured":"Jia, Y., Shelhamer, E., Donahue, J., Karayev, S., Long, J., Girshick, R., et al.: Caffe: convolutional architecture for fast feature embedding. In: 22nd ACM International Conference on Multimedia, pp. 675\u2013678. ACM (2014)","DOI":"10.1145\/2647868.2654889"}],"container-title":["Lecture Notes in Computer Science","Biometric Recognition"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-97909-0_35","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,21]],"date-time":"2019-10-21T20:27:22Z","timestamp":1571689642000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-97909-0_35"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319979083","9783319979090"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-97909-0_35","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]}}}