{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T02:54:06Z","timestamp":1774493646433,"version":"3.50.1"},"reference-count":77,"publisher":"Springer Science and Business Media LLC","issue":"S1","license":[{"start":{"date-parts":[[2024,4,17]],"date-time":"2024-04-17T00:00:00Z","timestamp":1713312000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,4,17]],"date-time":"2024-04-17T00:00:00Z","timestamp":1713312000000},"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":["SIViP"],"published-print":{"date-parts":[[2024,8]]},"DOI":"10.1007\/s11760-024-03128-x","type":"journal-article","created":{"date-parts":[[2024,4,17]],"date-time":"2024-04-17T13:02:03Z","timestamp":1713358923000},"page":"17-30","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["3D face recognition using image decomposition and POEM descriptor"],"prefix":"10.1007","volume":"18","author":[{"given":"Abdelghafour","family":"Abbad","sequence":"first","affiliation":[]},{"given":"Soukaina El Idrissi","family":"El Kaitouni","sequence":"additional","affiliation":[]},{"given":"Adil","family":"Benhdech","sequence":"additional","affiliation":[]},{"given":"Khalid","family":"Abbad","sequence":"additional","affiliation":[]},{"given":"Hamid","family":"Tairi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,4,17]]},"reference":[{"key":"3128_CR1","volume":"110","author":"M Li","year":"2022","unstructured":"Li, M., Huang, B., Tian, G.: A comprehensive survey on 3d face recognition methods. Eng. Appl. Artif. Intell.Artif. Intell. 110, 104669 (2022)","journal-title":"Eng. Appl. Artif. Intell.Artif. Intell."},{"key":"3128_CR2","unstructured":"Jing, Y., Lu, X. and Gao, S.: 3d face recognition: A survey. arXiv preprint arXiv:2108.11082 (2021)"},{"key":"3128_CR3","doi-asserted-by":"crossref","unstructured":"Marvadi, D., Paunwala, C., Joshi, M. and Vora, A.: Comparative analysis of 3D face recognition using 2D-PCA and 2D-LDA approaches, in Engineering (NUiCONE), 2015 5th Nirma University International Conference on, pp. 1\u20135. (2015)","DOI":"10.1109\/NUICONE.2015.7449603"},{"key":"3128_CR4","doi-asserted-by":"crossref","unstructured":"Hesher, C., Srivastava, A. and Erlebacher, G.: A novel technique for face recognition using range imaging,\" in Signal processing and its applications, 2003. Proceedings. Seventh international symposium on, pp. 201\u2013204. (2003)","DOI":"10.1109\/ISSPA.2003.1224850"},{"key":"3128_CR5","doi-asserted-by":"crossref","unstructured":"Tonchev, K., Manolova, A. and Paliy, I.: Comparative analysis of 3d face recognition algorithms using range image and curvature-based representations, in Intelligent Data Acquisition and Advanced Computing Systems (IDAACS), 2013 IEEE 7th International Conference on, pp. 394\u2013398. (2013)","DOI":"10.1109\/IDAACS.2013.6662714"},{"key":"3128_CR6","doi-asserted-by":"crossref","first-page":"36","DOI":"10.5772\/58251","volume":"11","author":"P Kamencay","year":"2014","unstructured":"Kamencay, P., Hudec, R., Benco, M., Zachariasova, M.: 2D-3D Face recognition method basedon a modified CCA-PCA algorithm. Int. J. Adv. Rob. Syst. 11, 36 (2014)","journal-title":"Int. J. Adv. Rob. Syst."},{"issue":"39","key":"3128_CR7","first-page":"264","volume":"4","author":"O Gervei","year":"2010","unstructured":"Gervei, O., Ayatollahi, A., Gervei, N.: 3D face recognition using modified PCA methods. World Acad. Sci. Eng. Technol. 4(39), 264 (2010)","journal-title":"World Acad. Sci. Eng. Technol."},{"key":"3128_CR8","doi-asserted-by":"crossref","first-page":"619","DOI":"10.1186\/s12859-019-3153-2","volume":"20","author":"O Agbolade","year":"2019","unstructured":"Agbolade, O., Nazri, A., Yaakob, R., Ghani, A.A., Cheah, Y.K.: 3-Dimensional facial expression recognition in human using multi-points warping. BMC Bioinformatics 20, 619 (2019)","journal-title":"BMC Bioinformatics"},{"key":"3128_CR9","unstructured":"Turk, M.A. and Pentland, A.P.: Face recognition using eigenfaces, in Proceedings. 1991 IEEE computer society conference on computer vision and pattern recognition, pp. 586,587,588,589,590,591\u2013586,587,588,589,590,591. (1991)"},{"key":"3128_CR10","unstructured":"Chang, K., Bowyer, K. and Flynn, P.: Face recognition using 2D and 3D facial data, in ACM Workshop on Multimodal User Authentication, pp. 25\u201332. (2003)"},{"key":"3128_CR11","unstructured":"Yuan, X., Lu, J. and Yahagi, T.: A method of 3d face recognition based on principal component analysis algorithm,\" in Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on, pp. 3211\u20133214. (2005)"},{"key":"3128_CR12","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1016\/j.comcom.2022.12.011","volume":"199","author":"W Kong","year":"2023","unstructured":"Kong, W., You, Z., Lv, X.: 3D face recognition algorithm based on deep Laplacian pyramid under the normalization of epidemic control. Comput. Commun.. Commun. 199, 30\u201341 (2023)","journal-title":"Comput. Commun.. Commun."},{"issue":"91","key":"3128_CR13","doi-asserted-by":"crossref","first-page":"103757","DOI":"10.1016\/j.jvcir.2023.103757","volume":"1","author":"W Niu","year":"2023","unstructured":"Niu, W., Zhao, Y., Yu, Z., Liu, Y., Gong, Y.: Research on a face recognition algorithm based on 3D face data and 2D face image matching. J. Vis. Commun. Image Represent.Commun. Image Represent. 1(91), 103757 (2023)","journal-title":"J. Vis. Commun. Image Represent.Commun. Image Represent."},{"key":"3128_CR14","doi-asserted-by":"crossref","unstructured":"Lu, X. and Jain, A.K.: Integrating range and texture information for 3D face recognition, in Application of Computer Vision, 2005. WACV\/MOTIONS'05 Volume 1. Seventh IEEE Workshops on, pp. 156-163 (2005)","DOI":"10.1109\/ACVMOT.2005.64"},{"key":"3128_CR15","first-page":"469","volume":"2004","author":"T Ahonen","year":"2004","unstructured":"Ahonen, T., Hadid, A., Pietik\u00e4inen, M.: Face recognition with local binary patterns. Comput. Vis. Eccv 2004, 469\u2013481 (2004)","journal-title":"Comput. Vis. Eccv"},{"key":"3128_CR16","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1109\/TIP.2002.999679","volume":"11","author":"C Liu","year":"2002","unstructured":"Liu, C., Wechsler, H.: Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition. IEEE Trans. Image Process. 11, 467\u2013476 (2002)","journal-title":"IEEE Trans. Image Process."},{"key":"3128_CR17","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"DG Lowe","year":"2004","unstructured":"Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. VisionComput. Vision 60, 91\u2013110 (2004)","journal-title":"Int. J. Comput. VisionComput. Vision"},{"key":"3128_CR18","doi-asserted-by":"crossref","unstructured":"Li, S.Z., Zhao, C. Ao, M. and Lei, Z.: Learning to fuse 3D+ 2D based face recognition at both feature and decision levels, in AMFG, pp. 44\u201354 (2005)","DOI":"10.1007\/11564386_5"},{"key":"3128_CR19","doi-asserted-by":"crossref","first-page":"1858","DOI":"10.1109\/TPAMI.2009.200","volume":"32","author":"Y Wang","year":"2010","unstructured":"Wang, Y., Liu, J., Tang, X.: Robust 3D face recognition by local shape difference boosting. IEEE Trans. Pattern Anal. Mach. Intell.Intell. 32, 1858\u20131870 (2010)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell.Intell."},{"key":"3128_CR20","doi-asserted-by":"crossref","first-page":"1895","DOI":"10.1016\/j.patcog.2009.01.001","volume":"42","author":"C Xu","year":"2009","unstructured":"Xu, C., Li, S., Tan, T., Quan, L.: Automatic 3D face recognition from depth and intensity Gabor features. Pattern Recogn.Recogn. 42, 1895\u20131905 (2009)","journal-title":"Pattern Recogn.Recogn."},{"key":"3128_CR21","doi-asserted-by":"crossref","first-page":"1551","DOI":"10.1109\/TIFS.2012.2206807","volume":"7","author":"D Huang","year":"2012","unstructured":"Huang, D., Ardabilian, M., Wang, Y., Chen, L.: 3-D face recognition using eLBP-based facial description and local feature hybrid matching. IEEE Trans. Inf. Forensics Secur.Secur. 7, 1551\u20131565 (2012)","journal-title":"IEEE Trans. Inf. Forensics Secur.Secur."},{"key":"3128_CR22","doi-asserted-by":"crossref","unstructured":"Huang, D., Ardabilian, M. Wang, Y. and Chen, L.: Automatic asymmetric 3D-2D face recognition, in Pattern Recognition (ICPR), 2010 20th International Conference on, pp. 1225\u20131228 (2010)","DOI":"10.1109\/ICPR.2010.305"},{"key":"3128_CR23","doi-asserted-by":"crossref","first-page":"2190","DOI":"10.1016\/j.sigpro.2012.04.002","volume":"93","author":"H Tang","year":"2013","unstructured":"Tang, H., Yin, B., Sun, Y., Hu, Y.: 3D face recognition using local binary patterns. Signal Process. 93, 2190\u20132198 (2013)","journal-title":"Signal Process."},{"key":"3128_CR24","doi-asserted-by":"crossref","unstructured":"Wang, X., Ruan, Q., and Ming, Y.: 3D face recognition using corresponding point direction measure and depth local features, in Signal Processing (ICSP), 2010 IEEE 10th International Conference on, pp. 86\u201389 (2010)","DOI":"10.1109\/ICOSP.2010.5656654"},{"key":"3128_CR25","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1016\/j.sigpro.2014.09.033","volume":"108","author":"X Li","year":"2015","unstructured":"Li, X., Ruan, Q., Jin, Y., An, G., Zhao, R.: Fully automatic 3D facial expression recognition using polytypic multi-block local binary patterns. Signal Process. 108, 297\u2013308 (2015)","journal-title":"Signal Process."},{"key":"3128_CR26","doi-asserted-by":"crossref","unstructured":"Xiong, P., Huang, L. and Liu, C.: Real-time 3D face recognition with the integration of depth and intensity images, Image Analysis and Recognition, pp. 222\u2013232, (2011)","DOI":"10.1007\/978-3-642-21596-4_23"},{"key":"3128_CR27","first-page":"1","volume":"2010","author":"D Huang","year":"2010","unstructured":"Huang, D., Zhang, G., Ardabilian, M., Wang, Y., Chen, L.: 3D face recognition using distinctiveness enhanced facial representations and local feature hybrid matching, in Biometrics: Theory Applications and Systems (BTAS). Fourth IEEE Int. Conf. 2010, 1\u20137 (2010)","journal-title":"Fourth IEEE Int. Conf."},{"key":"3128_CR28","volume":"220","author":"L Shi","year":"2020","unstructured":"Shi, L., Wang, X., Shen, Y.: Research on 3D face recognition method based on LBP and SVM. Optik 220, 165157 (2020)","journal-title":"Optik"},{"key":"3128_CR29","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3527158","volume":"19","author":"JBC Neto","year":"2023","unstructured":"Neto, J.B.C., Ferrari, C., Marana, A.N., Berretti, S., Del Bimbo, A.: Learning streamed attention network from descriptor images for cross-resolution 3D face recognition. ACM Trans. Multimed. Comput. Commun. Appl.Multimed. Comput. Commun. Appl. 19, 1\u201320 (2023)","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl.Multimed. Comput. Commun. Appl."},{"key":"3128_CR30","doi-asserted-by":"crossref","first-page":"1191","DOI":"10.1016\/S0167-8655(02)00066-1","volume":"23","author":"Y Wang","year":"2002","unstructured":"Wang, Y., Chua, C.-S., Ho, Y.-K.: Facial feature detection and face recognition from 2D and 3D images. Pattern Recogn. Lett. Recogn. Lett. 23, 1191\u20131202 (2002)","journal-title":"Pattern Recogn. Lett. Recogn. Lett."},{"key":"3128_CR31","doi-asserted-by":"crossref","unstructured":"Hiremath, P. and Manjunatha, H.: 3D face recognition based on depth and intensity Gabor features using symbolic PCA and AdaBoost, (2014)","DOI":"10.14257\/ijsip.2013.6.5.01"},{"key":"3128_CR32","doi-asserted-by":"crossref","first-page":"969","DOI":"10.1007\/s11760-016-1046-7","volume":"11","author":"G Torkhani","year":"2017","unstructured":"Torkhani, G., Ladgham, A., Sakly, A., Mansouri, M.N.: A 3D\u20132D face recognition method based on extended Gabor wavelet combining curvature and edge detection. SIViP 11, 969\u2013976 (2017)","journal-title":"SIViP"},{"key":"3128_CR33","doi-asserted-by":"crossref","unstructured":"Freund, Y. and Schapire, R.E.: A desicion-theoretic generalization of on-line learning and an application to boosting, in European conference on computational learning theory, pp. 23\u201337 (1995)","DOI":"10.1007\/3-540-59119-2_166"},{"key":"3128_CR34","doi-asserted-by":"crossref","unstructured":"A. Mian, M. Bennamoun, and R. Owens, An efficient multimodal 2D-3D hybrid approach to automatic face recognition, IEEE Transactions on pattern analysis and machine intelligence, vol. 29, (2007).","DOI":"10.1109\/TPAMI.2007.1105"},{"key":"3128_CR35","doi-asserted-by":"crossref","unstructured":"Huang, Y. Wang, Y. and Tan, T.: Combining Statistics of Geometrical and Correlative Features for 3D Face Recognition, pp. 90.1\u201390.10, (2006)","DOI":"10.5244\/C.20.90"},{"key":"3128_CR36","doi-asserted-by":"crossref","unstructured":"Szeptycki, P., Ardabilian, M. and Chen, L.: A coarse-to-fine curvature analysis-based rotation invariant 3D face landmarking, in 2009 IEEE 3rd International Conference on Biometrics: Theory, Applications, and Systems, pp. 1\u20136 (2009)","DOI":"10.1109\/BTAS.2009.5339052"},{"key":"3128_CR37","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1007\/s11263-005-4948-3","volume":"63","author":"J-F Aujol","year":"2005","unstructured":"Aujol, J.-F., Chambolle, A.: Dual norms and image decomposition models. Int. J. Comput. Vis. Comput. Vis. 63, 85\u2013104 (2005)","journal-title":"Int. J. Comput. Vis. Comput. Vis."},{"key":"3128_CR38","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1023\/A:1025384832106","volume":"19","author":"LA Vese","year":"2003","unstructured":"Vese, L.A., Osher, S.J.: Modeling textures with total variation minimization and oscillating patterns in image processing. J. Sci. Comput. Comput. 19, 553\u2013572 (2003)","journal-title":"J. Sci. Comput. Comput."},{"key":"3128_CR39","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1023\/B:JMIV.0000011316.54027.6a","volume":"20","author":"LA Vese","year":"2004","unstructured":"Vese, L.A., Osher, S.J.: Image denoising and decomposition with total variation minimization and oscillatory functions. J. Math. Imag. Vis. 20, 7\u201318 (2004)","journal-title":"J. Math. Imag. Vis."},{"key":"3128_CR40","first-page":"103","volume":"2006","author":"LA Vese","year":"2006","unstructured":"Vese, L.A., Osher, S.J.: Color texture modeling and color image decomposition in a variational-PDE approach in. Eighth Int. Symp. Symb. Numer. Algorithms Sci Comput. 2006, 103\u2013110 (2006)","journal-title":"Eighth Int. Symp. Symb. Numer. Algorithms Sci Comput."},{"key":"3128_CR41","doi-asserted-by":"crossref","unstructured":"Meyer, Y.: Oscillating patterns in image processing and nonlinear evolution equations: the fifteenth Dean Jacqueline B. Lewis memorial lectures vol. 22: American Mathematical Soc., (2001).","DOI":"10.1090\/ulect\/022"},{"key":"3128_CR42","doi-asserted-by":"crossref","first-page":"1352","DOI":"10.1109\/TIP.2011.2166974","volume":"21","author":"N-S Vu","year":"2012","unstructured":"Vu, N.-S., Caplier, A.: Enhanced patterns of oriented edge magnitudes for face recognition and image matching. IEEE Trans. Image Process. 21, 1352\u20131365 (2012)","journal-title":"IEEE Trans. Image Process."},{"key":"3128_CR43","doi-asserted-by":"crossref","first-page":"626","DOI":"10.1109\/72.761722","volume":"10","author":"A Hyvarinen","year":"1999","unstructured":"Hyvarinen, A.: Fast and robust fixed-point algorithms for independent component analysis. IEEE Trans. Neural Netw.Netw. 10, 626\u2013634 (1999)","journal-title":"IEEE Trans. Neural Netw.Netw."},{"key":"3128_CR44","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1049\/iet-bmt.2018.5033","volume":"8","author":"A Abbad","year":"2019","unstructured":"Abbad, A., Elharrouss, O., Abbad, K., Tairi, H.: Application of MEEMD in post-processing of dimensionality reduction methods for face recognition. IET Biometrics 8, 59\u201368 (2019)","journal-title":"IET Biometrics"},{"key":"3128_CR45","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1134\/S1054661817020018","volume":"27","author":"A Abbad","year":"2017","unstructured":"Abbad, A., Douini, Y., Abbad, K., Tairi, H.: Post-processing of dimensionality reduction methods for face recognition. Pattern Recognit. Image Anal. Recognit. Image Anal. 27, 266\u2013275 (2017)","journal-title":"Pattern Recognit. Image Anal. Recognit. Image Anal."},{"key":"3128_CR46","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1142\/S1793536909000187","volume":"1","author":"Z Wu","year":"2009","unstructured":"Wu, Z., Huang, N.E., Chen, X.: The multi-dimensional ensemble empirical mode decomposition method. Adv. Adapt. Data Anal. 1, 339\u2013372 (2009)","journal-title":"Adv. Adapt. Data Anal."},{"key":"3128_CR47","unstructured":"Moreno, A.B. and S\u00e1nchez, A.: GavabDB: a 3D face database, in Proc. 2nd COST275 Workshop on Biometrics on the Internet, Vigo (Spain), pp. 75\u201380 (2004)"},{"key":"3128_CR48","doi-asserted-by":"crossref","unstructured":"Alyuz, N., Gokberk, B. and Akarun, L.: A 3D face recognition system for expression and occlusion invariance, in Biometrics: Theory, Applications and Systems, 2008. BTAS 2008. 2nd IEEE International Conference on, pp. 1\u20137 (2008)","DOI":"10.1109\/BTAS.2008.4699389"},{"key":"3128_CR49","doi-asserted-by":"crossref","first-page":"1753","DOI":"10.1109\/TIP.2012.2235849","volume":"22","author":"M Yang","year":"2013","unstructured":"Yang, M., Zhang, L., Yang, J., Zhang, D.: Regularized robust coding for face recognition. IEEE Trans. Image Process. 22, 1753\u20131766 (2013)","journal-title":"IEEE Trans. Image Process."},{"key":"3128_CR50","first-page":"13","volume":"222","author":"W Yang","year":"2013","unstructured":"Yang, W., Wang, Z., Yin, J., Sun, C., Ricanek, K.: Image classification using kernel collaborative representation with regularized least square. Appl. Math. Comput. Comput. 222, 13\u201328 (2013)","journal-title":"Appl. Math. Comput. Comput."},{"key":"3128_CR51","first-page":"471","volume":"2011","author":"L Zhang","year":"2011","unstructured":"Zhang, L., Yang, M., Feng, X.: Sparse representation or collaborative representation: which helps face recognition?, in. Int. Conf. Comput. Vis. 2011, 471\u2013478 (2011)","journal-title":"Int. Conf. Comput. Vis."},{"key":"3128_CR52","doi-asserted-by":"crossref","unstructured":"Mousavi, M.H., Faez, K. and Asghari, A.: Three Dimensional Face Recognition Using SVM Classifier, pp. 208\u2013213, (2008)","DOI":"10.1109\/ICIS.2008.77"},{"key":"3128_CR53","volume":"9","author":"L Zhang","year":"2014","unstructured":"Zhang, L., Ding, Z., Li, H., Shen, Y., Lu, J.: 3D face recognition based on multiple keypoint descriptors and sparse representation. PLoS ONE 9, e100120 (2014)","journal-title":"PLoS ONE"},{"key":"3128_CR54","doi-asserted-by":"crossref","unstructured":"Moreno, A.B., Sanchez, A., Velez, J. and Diaz, J.: Face recognition using 3D local geometrical features: PCA vs. SVM,\" in Image and Signal Processing and Analysis, 2005. ISPA 2005. Proceedings of the 4th International Symposium on, pp. 185\u2013190 (2005)","DOI":"10.1109\/ISPA.2005.195407"},{"key":"3128_CR55","doi-asserted-by":"crossref","unstructured":"Li, X., Jia, T. and Zhang, H.: Expression-insensitive 3D face recognition using sparse representation, in Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, pp. 2575-2582 (2009)","DOI":"10.1109\/CVPR.2009.5206613"},{"key":"3128_CR56","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1016\/j.patcog.2008.08.012","volume":"42","author":"MH Mahoor","year":"2009","unstructured":"Mahoor, M.H., Abdel-Mottaleb, M.: Face recognition based on 3D ridge images obtained from range data. Pattern Recogn. Recogn. 42, 445\u2013451 (2009)","journal-title":"Pattern Recogn. Recogn."},{"key":"3128_CR57","doi-asserted-by":"crossref","first-page":"2270","DOI":"10.1109\/TPAMI.2013.48","volume":"35","author":"H Drira","year":"2013","unstructured":"Drira, H., Amor, B.B., Srivastava, A., Daoudi, M., Slama, R.: 3D face recognition under expressions, occlusions, and pose variations. IEEE Trans. Pattern Anal. Mach. Intell.Intell. 35, 2270\u20132283 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell.Intell."},{"key":"3128_CR58","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1016\/j.cag.2013.04.001","volume":"37","author":"S Berretti","year":"2013","unstructured":"Berretti, S., Werghi, N., del Bimbo, A., Pala, P.: Matching 3D face scans using interest points and local histogram descriptors. Comput. Graph. Graph. 37, 509\u2013525 (2013)","journal-title":"Comput. Graph. Graph."},{"key":"3128_CR59","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1016\/j.patcog.2015.09.035","volume":"52","author":"Y Lei","year":"2016","unstructured":"Lei, Y., Guo, Y., Hayat, M., Bennamoun, M., Zhou, X.: A two-phase weighted collaborative representation for 3D partial face recognition with single sample. Pattern Recogn. Recogn. 52, 218\u2013237 (2016)","journal-title":"Pattern Recogn. Recogn."},{"key":"3128_CR60","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1016\/j.compeleceng.2017.08.017","volume":"70","author":"A Abbad","year":"2018","unstructured":"Abbad, A., Abbad, K., Tairi, H.: 3D face recognition: Multi-scale strategy based on geometric and local descriptors. Comput. Electr. Eng. Electr. Eng. 70, 525\u2013537 (2018)","journal-title":"Comput. Electr. Eng. Electr. Eng."},{"key":"3128_CR61","doi-asserted-by":"crossref","unstructured":"Abbad, A., Abbad, K. and Tairi, H.: 3D face recognition in the presence of facial expressions based on empirical mode decomposition, in Proceedings of the 2nd Mediterranean Conference on Pattern Recognition and Artificial Intelligence, pp. 1\u20136 (2018)","DOI":"10.1145\/3177148.3180087"},{"key":"3128_CR62","doi-asserted-by":"crossref","unstructured":"Dutta, K., Bhattacharjee, D. and Nasipuri, M. Volumetric Density of Triangulated Range Images for Face Recognition, in Transactions on Computational Science XXXV: Special Issue on Signal Processing and Security in Distributed Systems, pp. 58\u201384 (2020)","DOI":"10.1007\/978-3-662-61092-3_4"},{"key":"3128_CR63","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1007\/s11263-014-0785-6","volume":"113","author":"H Li","year":"2015","unstructured":"Li, H., Huang, D., Morvan, J.-M., Wang, Y., Chen, L.: Towards 3D face recognition in the real: a registration-free approach using fine-grained matching of 3D keypoint descriptors. Int. J. Comput. Vis. Comput. Vis. 113, 128\u2013142 (2015)","journal-title":"Int. J. Comput. Vis. Comput. Vis."},{"key":"3128_CR64","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1016\/j.cviu.2012.10.002","volume":"117","author":"D Smeets","year":"2013","unstructured":"Smeets, D., Keustermans, J., Vandermeulen, D., Suetens, P.: meshSIFT: local surface features for 3D face recognition under expression variations and partial data. Comput. Vis. Image Underst. Vis. Image Underst. 117, 158\u2013169 (2013)","journal-title":"Comput. Vis. Image Underst. Vis. Image Underst."},{"key":"3128_CR65","doi-asserted-by":"crossref","first-page":"914","DOI":"10.1109\/TIP.2012.2222897","volume":"22","author":"P Liu","year":"2012","unstructured":"Liu, P., Wang, Y., Huang, D., Zhang, Z., Chen, L.: Learning the spherical harmonic features for 3-D face recognition. IEEE Trans. Image Process. 22, 914\u2013925 (2012)","journal-title":"IEEE Trans. Image Process."},{"key":"3128_CR66","doi-asserted-by":"crossref","first-page":"1275","DOI":"10.1007\/s00371-014-0932-7","volume":"30","author":"S Berretti","year":"2014","unstructured":"Berretti, S., Werghi, N., del Bimbo, A., Pala, P.: Selecting stable keypoints and local descriptors for person identification using 3D face scans. Vis. Comput. Comput. 30, 1275\u20131292 (2014)","journal-title":"Vis. Comput. Comput."},{"key":"3128_CR67","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1016\/j.patcog.2017.04.013","volume":"69","author":"SZ Gilani","year":"2017","unstructured":"Gilani, S.Z., Mian, A., Eastwood, P.: Deep, dense and accurate 3D face correspondence for generating population specific deformable models. Pattern Recogn. Recogn. 69, 238\u2013250 (2017)","journal-title":"Pattern Recogn. Recogn."},{"key":"3128_CR68","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.image.2017.05.004","volume":"57","author":"Y Liang","year":"2017","unstructured":"Liang, Y., Zhang, Y., Zeng, X.-X.: Pose-invariant 3D face recognition using half face. Signal Process. Image Commun. 57, 84\u201390 (2017)","journal-title":"Signal Process. Image Commun."},{"key":"3128_CR69","first-page":"133","volume":"2017","author":"D Kim","year":"2017","unstructured":"Kim, D., Hernandez, M., Choi, J., Medioni, G.: Deep 3D face identification, in. IEEE Int. Joint Conf. Biom. IJCB 2017, 133\u2013142 (2017)","journal-title":"IEEE Int. Joint Conf. Biom. IJCB"},{"key":"3128_CR70","doi-asserted-by":"crossref","unstructured":"Lin, S., Liu, F., Liu, Y. and Shen, L.: Local feature tensor based deep learning for 3d face recognition, in 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019), pp. 1\u20135 (2019)","DOI":"10.1109\/FG.2019.8756616"},{"key":"3128_CR71","doi-asserted-by":"crossref","unstructured":"Olivetti, E.C., Ferretti, J., Cirrincione, G., Nonis, F., Tornincasa, S. and Marcolin, F.: Deep CNN for 3D face recognition, in Design Tools and Methods in Industrial Engineering: Proceedings of the International Conference on Design Tools and Methods in Industrial Engineering, ADM 2019, September 9\u201310, 2019, Modena, Italy, pp. 665\u2013674 (2020)","DOI":"10.1007\/978-3-030-31154-4_56"},{"key":"3128_CR72","doi-asserted-by":"crossref","first-page":"35973","DOI":"10.1007\/s11042-020-10160-9","volume":"80","author":"AR Bhople","year":"2021","unstructured":"Bhople, A.R., Prakash, S.: Learning similarity and dissimilarity in 3D faces with triplet network. Multimed. Tools Appl. 80, 35973\u201335991 (2021)","journal-title":"Multimed. Tools Appl."},{"key":"3128_CR73","unstructured":"Hariri, W., Farah, N. and Vishwakarma, D.K.: Deep and Shallow Covariance Feature Quantization for 3D Facial Expression Recognition, arXiv preprint arXiv:2105.05708, (2021)"},{"key":"3128_CR74","volume":"123","author":"Z Zhang","year":"2022","unstructured":"Zhang, Z., Da, F., Yu, Y.: Learning directly from synthetic point clouds for \u201cin-the-wild\u201d 3D face recognition. Pattern Recogn. Recogn. 123, 108394 (2022)","journal-title":"Pattern Recogn. Recogn."},{"key":"3128_CR75","doi-asserted-by":"crossref","first-page":"12795","DOI":"10.1007\/s11042-022-12211-9","volume":"81","author":"Y Yu","year":"2022","unstructured":"Yu, Y., Da, F., Zhang, Z.: Few-data guided learning upon end-to-end point cloud network for 3D face recognition. Multimed. Tools Appl. 81, 12795\u201312814 (2022)","journal-title":"Multimed. Tools Appl."},{"key":"3128_CR76","doi-asserted-by":"crossref","first-page":"7715","DOI":"10.3390\/s23187715","volume":"23","author":"Q Wang","year":"2023","unstructured":"Wang, Q., Lei, H., Qian, W.: Point CNN: 3D face recognition with local feature descriptor and feature enhancement mechanism. Sensors 23, 7715 (2023)","journal-title":"Sensors"},{"key":"3128_CR77","volume":"134","author":"C Yu","year":"2023","unstructured":"Yu, C., Zhang, Z., Li, H., Sun, J., Xu, Z.: Meta-learning-based adversarial training for deep 3D face recognition on point clouds. Pattern Recogn. Recogn. 134, 109065 (2023)","journal-title":"Pattern Recogn. Recogn."}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-024-03128-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-024-03128-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-024-03128-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,16]],"date-time":"2024-11-16T12:23:54Z","timestamp":1731759834000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-024-03128-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,4,17]]},"references-count":77,"journal-issue":{"issue":"S1","published-print":{"date-parts":[[2024,8]]}},"alternative-id":["3128"],"URL":"https:\/\/doi.org\/10.1007\/s11760-024-03128-x","relation":{},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,4,17]]},"assertion":[{"value":"6 March 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 December 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 March 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 April 2024","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 no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}