{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,6,23]],"date-time":"2024-06-23T11:50:43Z","timestamp":1719143443543},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2018,8,2]],"date-time":"2018-08-02T00:00:00Z","timestamp":1533168000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100004663","name":"Ministry of Science and Technology, Taiwan","doi-asserted-by":"publisher","award":["MOST 105-2221-E-006-065-MY3"],"id":[{"id":"10.13039\/501100004663","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["EURASIP J. Adv. Signal Process."],"published-print":{"date-parts":[[2018,12]]},"DOI":"10.1186\/s13634-018-0572-6","type":"journal-article","created":{"date-parts":[[2018,8,2]],"date-time":"2018-08-02T11:36:46Z","timestamp":1533209806000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Multi-feature shape regression for face alignment"],"prefix":"10.1186","volume":"2018","author":[{"given":"Wei-Jong","family":"Yang","sequence":"first","affiliation":[]},{"given":"Yi-Chen","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Pau-Choo","family":"Chung","sequence":"additional","affiliation":[]},{"given":"Jar-Ferr","family":"Yang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,8,2]]},"reference":[{"key":"572_CR1","first-page":"266","volume-title":"Proc of the British Machine Vision Conference","author":"TF Cootes","year":"1992","unstructured":"TF Cootes, CJ Taylor, in Proc of the British Machine Vision Conference. Active shape models\u2014\u2018smart snakes\u2019 (1992), pp. 266\u2013275"},{"key":"572_CR2","volume-title":"Proc of the British Machine Vision Conference","author":"D Cristinacce","year":"2007","unstructured":"D Cristinacce, TF Cootes, in Proc of the British Machine Vision Conference. Boosted regression active shape models (2007)"},{"key":"572_CR3","volume-title":"European Conference on Computer Vision","author":"TF Cootes","year":"1998","unstructured":"TF Cootes, GJ Edwards, CJ Taylor, in European Conference on Computer Vision. Active appearance models (1998)"},{"issue":"2","key":"572_CR4","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1023\/B:VISI.0000029666.37597.d3","volume":"60","author":"I Matthews","year":"2004","unstructured":"I Matthews, S Baker, Active appearance models revisited. Int. J. Comput. Vis. 60(2), 135\u2013164 (2004)","journal-title":"Int. J. Comput. Vis."},{"key":"572_CR5","volume-title":"Proc of the British Machine Vision Conference","author":"P Sauer","year":"2011","unstructured":"P Sauer, TF Cootes, CJ Taylor, in Proc of the British Machine Vision Conference. Accurate regression procedures for active appearance models (2011)"},{"key":"572_CR6","volume-title":"Proc. of IEEE 11th International Conference on Computer Vision","author":"J Saragih","year":"2007","unstructured":"J Saragih, R Goecke, in Proc. of IEEE 11th International Conference on Computer Vision. A nonlinear discriminative approach to AAM fitting (2007)"},{"key":"572_CR7","volume-title":"Proc. of IEEE Conference on Computer Vision and Pattern Recognition","author":"P Doll\u00e1r","year":"2010","unstructured":"P Doll\u00e1r, P Welinder, P Perona, in Proc. of IEEE Conference on Computer Vision and Pattern Recognition. Cascaded pose regression (2010)"},{"key":"572_CR8","volume-title":"Proc. of IEEE Conference on Computer Vision and Pattern Recognition","author":"M Valstar","year":"2010","unstructured":"M Valstar, B Martinez, X Binefa, in Proc. of IEEE Conference on Computer Vision and Pattern Recognition. Facial point detection using boosted regression and graph models (2010)"},{"issue":"2","key":"572_CR9","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1007\/s11263-013-0667-3","volume":"107","author":"X Cao","year":"2014","unstructured":"X Cao, Y Wei, F Wen, J Sun, Face alignment by explicit shape regression. Int. J. Comput. Vis. 107(2), 177\u2013190 (2014)","journal-title":"Int. J. Comput. Vis."},{"issue":"1","key":"572_CR10","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1162\/jocn.1991.3.1.71","volume":"3","author":"M Turk","year":"1991","unstructured":"M Turk, A Pentland, Eigenfaces for recognition. J. Cogn. Neurosci. 3(1), 71\u201386 (1991)","journal-title":"J. Cogn. Neurosci."},{"issue":"7","key":"572_CR11","doi-asserted-by":"publisher","first-page":"711","DOI":"10.1109\/34.598228","volume":"19","author":"PN Belhumeur","year":"1997","unstructured":"P. N. Belhumeur, ,J. P. Hespanha, and D. J. Kriegman, Eigenfaces vs. fisherfaces: recognition using class specific linear projection IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 7, pp. 711\u2013720, 1997.","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"7","key":"572_CR12","doi-asserted-by":"publisher","first-page":"696","DOI":"10.1109\/34.598227","volume":"19","author":"B Moghaddam","year":"1997","unstructured":"B Moghaddam, A Pentland, Probabilistic visual learning for object representation. IEEE Trans. Pattern Anal. Mach. Intell. 19(7), 696\u2013710 (1997)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"1","key":"572_CR13","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1109\/TPAMI.2004.1261097","volume":"26","author":"J Yang","year":"2004","unstructured":"J Yang, D Zhang, AF Frangi, J-Y Yang, Two-dimensional PCA: a new approach to appearance-based face representation and recognition. IEEE Trans. Pattern Anal. Mach. Intell. 26(1), 131\u2013137 (2004)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"2","key":"572_CR14","doi-asserted-by":"publisher","first-page":"228","DOI":"10.1109\/34.908974","volume":"23","author":"AM Mart\u00ednez","year":"2001","unstructured":"AM Mart\u00ednez, AC Kak, PCA versus LDA. IEEE Trans. Pattern Anal. Mach. Intell. 23(2), 228\u2013233 (2001)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"572_CR15","doi-asserted-by":"crossref","unstructured":"J Shawe-Taylor, N Cristianini, Kernel methods for pattern analysis (Cambridge University Press, Oxford, 2004)","DOI":"10.1017\/CBO9780511809682"},{"issue":"5","key":"572_CR16","doi-asserted-by":"publisher","first-page":"1299","DOI":"10.1162\/089976698300017467","volume":"10","author":"B Sch\u00f6lkopf","year":"1998","unstructured":"B Sch\u00f6lkopf, A Smola, K-R M\u00fcller, Nonlinear component analysis as a kernel eigenvalue problem. Neural Comput. 10(5), 1299\u20131319 (1998)","journal-title":"Neural Comput."},{"key":"572_CR17","volume-title":"Proc. of the Fifth International Conference on Automatic Face and Gesture Recognition","author":"M-H Yang","year":"2002","unstructured":"M-H Yang, in Proc. of the Fifth International Conference on Automatic Face and Gesture Recognition. Kernel eigenfaces vs. kernel fisherfaces: face recognition using kernel methods (2002)"},{"key":"572_CR18","volume-title":"Neural networks for signal processing IX","author":"B Scholkopft","year":"1999","unstructured":"B. Scholkopft and K.-R. Mullert, Fisher discriminant analysis with kernels Neural networks for signal processing IX, 1 1 1999."},{"issue":"10","key":"572_CR19","doi-asserted-by":"publisher","first-page":"2385","DOI":"10.1162\/089976600300014980","volume":"12","author":"G Baudat","year":"2000","unstructured":"G Baudat, F Anouar, Generalized discriminant analysis using a kernel approach. Neural Comput. 12(10), 2385\u20132404 (2000)","journal-title":"Neural Comput."},{"issue":"1","key":"572_CR20","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1109\/TNN.2002.806629","volume":"14","author":"J Lu","year":"2003","unstructured":"J Lu, KN Plataniotis, AN Venetsanopoulos, Face recognition using kernel direct discriminant analysis algorithms. IEEE Trans. Neural Netw. 14(1), 117\u2013126 (2003)","journal-title":"IEEE Trans. Neural Netw."},{"issue":"4","key":"572_CR21","doi-asserted-by":"publisher","first-page":"847","DOI":"10.1109\/TSMCB.2007.895328","volume":"37","author":"J Huang","year":"2007","unstructured":"J Huang, PC Yuen, WS Chen, JH Lai, Choosing parameters of kernel subspace LDA for recognition of face images under pose and illumination variations. IEEE Trans. Syst. Man Cybern. B Cybern. 37(4), 847\u2013862 (2007)","journal-title":"IEEE Trans. Syst. Man Cybern. B Cybern."},{"issue":"11","key":"572_CR22","doi-asserted-by":"publisher","first-page":"2106","DOI":"10.1109\/TPAMI.2010.128","volume":"32","author":"I Naseem","year":"2010","unstructured":"I Naseem, R Togneri, M Bennamoun, Linear regression for face recognition. IEEE Trans. Pattern Anal. Mach. Intell. 32(11), 2106\u20132112 (2010)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"572_CR23","doi-asserted-by":"crossref","unstructured":"Y Duan, J Lu, J Feng, J Zhou, Context-aware local binary feature learning for face recognition. IEEE Trans. Pattern Anal. Mach. Intell. 40(5), (2018)","DOI":"10.1109\/TPAMI.2017.2710183"},{"key":"572_CR24","volume-title":"IEEE Conference on Computer Vision and Pattern Recognition (CVPR)","author":"W-Y Liu","year":"2017","unstructured":"W-Y Liu, Y-D Wen, Z-D Yu, M Li, B Raj, L Song, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR). SphereFace: deep hypersphere embedding for face recognition (2017)"},{"key":"572_CR25","volume-title":"IEEE Conference on Computer Vision and Pattern Recognition (CVPR)","author":"W Wu","year":"2017","unstructured":"W Wu, M Kan, X Liu, Y Yang, S Shan, X Chen, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Recursive spatial transformer (rest) for alignment-free face recognition (2017)"},{"issue":"2","key":"572_CR26","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1023\/A:1013685603443","volume":"47","author":"N Duffy","year":"2002","unstructured":"N Duffy, D Helmbold, Boosting methods for regression. Mach. Learn. 47(2), 153\u2013200 (2002)","journal-title":"Mach. Learn."},{"key":"572_CR27","doi-asserted-by":"crossref","unstructured":"JH Friedman, Greedy function approximation: a gradient boosting machine. Ann. Stat. 29(5), (2001)","DOI":"10.1214\/aos\/1013203451"},{"issue":"2","key":"572_CR28","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1023\/B:VISI.0000013087.49260.fb","volume":"57","author":"P Viola","year":"2004","unstructured":"P Viola, MJ Jones, Robust real-time face detection. Int. J. Comput. Vis. 57(2), 137\u2013154 (2004)","journal-title":"Int. J. Comput. Vis."},{"issue":"12","key":"572_CR29","doi-asserted-by":"publisher","first-page":"2930","DOI":"10.1109\/TPAMI.2013.23","volume":"35","author":"PN Belhumeur","year":"2013","unstructured":"PN Belhumeur, DW Jacobs, DJ Kregman, N Kumar, Localizing parts of faces using a consensus of exemplars. IEEE Trans. Pattern Anal. Mach. Intell. 35(12), 2930\u20132940 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"572_CR30","volume-title":"Proc. of European Conference on Computer Vision","author":"V Le","year":"2012","unstructured":"V Le, J Brandt, Z Lin, L Bourdev, JS Huang, in Proc. of European Conference on Computer Vision. Interactive facial feature localization (2012)"},{"key":"572_CR31","volume-title":"Proc. of the IEEE Conference on Computer Vision and Pattern Recognition","author":"V Kazemi","year":"2014","unstructured":"V Kazemi, J Sullivan, in Proc. of the IEEE Conference on Computer Vision and Pattern Recognition. One millisecond face alignment with an Ensemble of Regression Trees (2014)"},{"key":"572_CR32","volume-title":"Proc. of the IEEE International Conference on Computer Vision","author":"XP Burgos-Artizzu","year":"2013","unstructured":"XP Burgos-Artizzu, P Perona, P Doll\u00e1r, in Proc. of the IEEE International Conference on Computer Vision. Robust face landmark estimation under occlusion (2013)"},{"key":"572_CR33","volume-title":"Proc. of the IEEE Conference on Computer Vision and Pattern Recognition","author":"X Xiong","year":"2013","unstructured":"X Xiong, F De la Torre, in Proc. of the IEEE Conference on Computer Vision and Pattern Recognition. Supervised descent method and its applications to face alignment (2013)"},{"key":"572_CR34","volume-title":"CVC Technical Report","author":"AM Martinez","year":"1998","unstructured":"AM Martinez, in CVC Technical Report. The AR face database, vol 24 (1998)"},{"key":"572_CR35","volume-title":"Proc. of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05)","author":"PJ Phillips","year":"2005","unstructured":"PJ Phillips, FJ Flynn, T Scruggs, KW Bowyer, J Chang, K Hoffman, J Marques, J Ming, W Worek, in Proc. of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05). Overview of the face recognition grand challenge (2005)"},{"issue":"2","key":"572_CR36","doi-asserted-by":"publisher","first-page":"210","DOI":"10.1109\/TPAMI.2008.79","volume":"31","author":"J Wright","year":"2009","unstructured":"J Wright, A-Y Yang, A Ganesh, Robust face recognition via sparse representation. IEEE Trans. Pattern Anal. Mach. Intell. 31(2), 210\u2013227 (2009)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"5","key":"572_CR37","doi-asserted-by":"publisher","first-page":"1067","DOI":"10.1109\/TPAMI.2014.2359453","volume":"37","author":"X Jiang","year":"2015","unstructured":"X Jiang, J Lai, Sparse and dense hybrid representation via dictionary decomposition for face recognition. IEEE Trans. Pattern Anal. Mach. Intell. 37(5), 1067\u20131079 (2015)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"3","key":"572_CR38","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1109\/TPAMI.2005.55","volume":"27","author":"X He","year":"2005","unstructured":"X He, S Yan, Y Hu, P Niyogi, J-J Zhang, Face recognition using Laplacianfaces. IEEE Trans. Pattern Anal. Mach. Intell. 27(3), 328\u2013340 (2005)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"572_CR39","volume-title":"Proc. of Tenth IEEE International Conference on Computer Vision (ICCV'05)","author":"X He","year":"2005","unstructured":"X He, D Cai, Y Yang, H-J Zhang, in Proc. of Tenth IEEE International Conference on Computer Vision (ICCV'05). Neighborhood preserving embedding, vol 1 (2005)"},{"issue":"4","key":"572_CR40","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1109\/LSP.2012.2185492","volume":"19","author":"S-M Huang","year":"2012","unstructured":"S-M Huang, J-F Yang, Improved principal component regression for face recognition under illumination variations. IEEE Sig. Process. Lett. 19(4), 179\u2013182 (2012)","journal-title":"IEEE Sig. Process. Lett."},{"issue":"5","key":"572_CR41","doi-asserted-by":"publisher","first-page":"443","DOI":"10.1109\/LSP.2013.2250957","volume":"20","author":"S-M Huang","year":"2013","unstructured":"S-M Huang, J-F Yang, Unitary regression classification with total minimum projection error for face recognition. IEEE Sig. Process. Lett. 20(5), 443\u2013446 (2013)","journal-title":"IEEE Sig. Process. Lett."},{"issue":"1","key":"572_CR42","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1109\/LSP.2012.2230257","volume":"20","author":"S-M Huang","year":"2013","unstructured":"S-M Huang, J-F Yang, Linear discriminant regression classification for face recognition. IEEE Sig. Process. Lett. 20(1), 91\u201394 (2013)","journal-title":"IEEE Sig. Process. Lett."},{"key":"572_CR43","doi-asserted-by":"publisher","unstructured":"Y-T Chou, S-M Huang, J-F Yang, Class-specific kernel linear regression classification for face recognition under low-resolution and illumination variation conditions. EURASIP J. Adv. Sig. Process. \n https:\/\/doi.org\/10.1186\/s13634-016-0328-0","DOI":"10.1186\/s13634-016-0328-0"}],"container-title":["EURASIP Journal on Advances in Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-018-0572-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s13634-018-0572-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-018-0572-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,22]],"date-time":"2019-09-22T10:42:53Z","timestamp":1569148973000},"score":1,"resource":{"primary":{"URL":"https:\/\/asp-eurasipjournals.springeropen.com\/articles\/10.1186\/s13634-018-0572-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,8,2]]},"references-count":43,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2018,12]]}},"alternative-id":["572"],"URL":"http:\/\/dx.doi.org\/10.1186\/s13634-018-0572-6","relation":{},"ISSN":["1687-6180"],"issn-type":[{"value":"1687-6180","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,8,2]]},"assertion":[{"value":"27 November 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 July 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 August 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"W-J Yang received a B.S. degree in Computer Science from Tunghai University, Taiwan, in 2012 and an M.S. degree in Computer Science and Information Engineering from National University of Tainan, Taiwan, in 2015. Currently, he is a Ph.D. student with the Graduate Institute of Computer and Communication Engineering in National Cheng Kung University, Taiwan. His current research interests include pattern recognition, machine learning, and deep learning for designs of smart systems.Y-C Chen received a B.S. degree in Electrical Engineering and an M.S. degree in Computer and Communication Engineering from the National Cheng Kung University, Tainan, Taiwan, in 2014 and 2016, respectively. Her current research interests include face recognition and machine learning.P-C Chung received a Ph.D. degree in Electrical Engineering from Texas Tech University, Lubbock, TX, USA, in 1991. She was with the Department of Electrical Engineering, National Cheng Kung University (NCKU), Tainan, Taiwan, in 1991 and became a Full Professor in 1996. She applies most of her research results to healthcare and medical applications. Dr. Chung is a member of the Phi Tau Phi Honor Society, was a member of the Board of Governors of CAS Society from 2007 to 2009 and from 2010 to 2012, and is currently an ADCOM Member of the IEEE CIS and the Chair of CIS Distinguished Lecturer Program. She also is an Associate Editor of IEEE Transaction on Neural Networks and the Editor of Journal of Information Science and Engineering, the Guest Editor of Journal of High Speed Network, the Guest Editor of IEEE Transaction on Circuits and Systems-I, and the Secretary General of Biomedical Engineering Society of China. She is one of the Co-Founders of Medical Image Standard Association (MISA) in Taiwan and is currently on the Board of Directors of MISA. Her research interests include image\/video analysis and pattern recognition, bio signal analysis, computer vision, and computational intelligence. She is an IEEE fellow.J-F Yang received a Ph.D. degree in Electrical Engineering from the University of Minnesota, Minneapolis, MN, USA, in 1988. He joined the National Cheng Kung University (NCKU), Taiwan, in 1988 and was promoted to Distinguished Professor in 2004. Dr. Yang was the Distinguished Lecturer in the Program by the IEEE Circuits and Systems Society (CAS) from 2004 to 2005. He was the Chair of the IEEE CAS Multimedia Systems and Applications Technical Committee from 2008 to 2009. He was an Associate Editor of IEEE Transaction on Circuits and Systems for Video Technology and EURASIP Journal of Advances in Signal Processing. He is an IEEE Fellow. Currently, he is an Associate Editor of IET Signal Processing. He was a recipient of the NSC Excellent Research Award in Taiwan in 2008. He has published over 135 journals and 216 conference papers. Currently, his research interests include multimedia processing, coding, and recognition.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Authors\u2019 information"}},{"value":"The authors declare that they have no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Publisher\u2019s Note"}}],"article-number":"51"}}