3D faces in motion: Fully automatic registration and statistical analysis
[Display omitted] •A new landmark prediction method for 3D facial motion sequence is proposed.•We fully automatically register 3D facial motion sequences.•We statistically analyze the registered motion sequences.•We synthesize new motion sequences. This paper presents a representation of 3D facial m...
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| Published in: | Computer vision and image understanding Vol. 131; pp. 100 - 115 |
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| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
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Elsevier Inc
01.02.2015
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| ISSN: | 1077-3142, 1090-235X |
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| Abstract | [Display omitted]
•A new landmark prediction method for 3D facial motion sequence is proposed.•We fully automatically register 3D facial motion sequences.•We statistically analyze the registered motion sequences.•We synthesize new motion sequences.
This paper presents a representation of 3D facial motion sequences that allows performing statistical analysis of 3D face shapes in motion. The resulting statistical analysis is applied to automatically generate realistic facial animations and to recognize dynamic facial expressions. To perform statistical analysis of 3D facial shapes in motion over different subjects and different motion sequences, a large database of motion sequences needs to be brought in full correspondence. Existing algorithms that compute correspondences between 3D facial motion sequences either require manual input or suffer from instabilities caused by drift. For large databases, algorithms that require manual interaction are not practical. We propose an approach to robustly compute correspondences between a large set of facial motion sequences in a fully automatic way using a multilinear model as statistical prior. In order to register the motion sequences, a good initialization is needed. We obtain this initialization by introducing a landmark prediction method for 3D motion sequences based on Markov Random Fields. Using this motion sequence registration, we find a compact representation of each motion sequence consisting of one vector of coefficients for identity and a high dimensional curve for expression. Based on this representation, we synthesize new motion sequences and perform expression recognition. We show experimentally that the obtained registration is of high quality, where 56% of all vertices are at distance at most 1mm from the input data, and that our synthesized motion sequences look realistic. |
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| AbstractList | [Display omitted]
•A new landmark prediction method for 3D facial motion sequence is proposed.•We fully automatically register 3D facial motion sequences.•We statistically analyze the registered motion sequences.•We synthesize new motion sequences.
This paper presents a representation of 3D facial motion sequences that allows performing statistical analysis of 3D face shapes in motion. The resulting statistical analysis is applied to automatically generate realistic facial animations and to recognize dynamic facial expressions. To perform statistical analysis of 3D facial shapes in motion over different subjects and different motion sequences, a large database of motion sequences needs to be brought in full correspondence. Existing algorithms that compute correspondences between 3D facial motion sequences either require manual input or suffer from instabilities caused by drift. For large databases, algorithms that require manual interaction are not practical. We propose an approach to robustly compute correspondences between a large set of facial motion sequences in a fully automatic way using a multilinear model as statistical prior. In order to register the motion sequences, a good initialization is needed. We obtain this initialization by introducing a landmark prediction method for 3D motion sequences based on Markov Random Fields. Using this motion sequence registration, we find a compact representation of each motion sequence consisting of one vector of coefficients for identity and a high dimensional curve for expression. Based on this representation, we synthesize new motion sequences and perform expression recognition. We show experimentally that the obtained registration is of high quality, where 56% of all vertices are at distance at most 1mm from the input data, and that our synthesized motion sequences look realistic. |
| Author | Bolkart, Timo Wuhrer, Stefanie |
| Author_xml | – sequence: 1 givenname: Timo surname: Bolkart fullname: Bolkart, Timo email: tbolkart@mmci.uni-saarland.de – sequence: 2 givenname: Stefanie surname: Wuhrer fullname: Wuhrer, Stefanie email: swuhrer@mmci.uni-saarland.de |
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| References | Sandbach, Zafeiriou, Pantic, Yin (b0225) 2012; 30 Salazar, Wuhrer, Shu, Prieto (b0215) 2013 Davies, Twining, Taylor (b0095) 2008 K. Scherbaum, T. Ritschel, M. Hullin, T. Thormählen, V. Blanz, H.-P. Seidel, Computer-suggested facial makeup, in: Eurographics, 2011. Bickel, Kaufmann, Skouras, Thomaszewski, Bradley, Beeler, Jackson, Marschner, Matusik, Gross (b0045) 2012; 31 Zhang, Wei (b0300) 2012; 89 Fischler, Bolles (b0110) 1981; 24 Vlasic, Brand, Pfister, Popović (b0260) 2005; 24 Yedidia, Freeman, Weiss (b0285) 2003 ANN. I. Kakadiaris, G. Passalis, T. Theoharis, G. Toderici, I. Konstantinidis, N. Murtuza, Multimodal face recognition: combination of geometry with physiological information, in: IEEE International Conference on Computer Vision and Pattern Recognition, vol. 2, 2005, pp. 1022–1029. Mpiperis, Malassiotis, Strintzis (b0180) 2008; 3 A. Savran, N. Alyuz, H. Dibeklioglu, O. Celiktutan, B. Gökberk, B. Sankur, L. Akarun, Bosphorus database for 3D face analysis, in: Biometrics and Identity Management, 2008, pp. 47–56. Neumann, Varanasi, Wenger, Wacker, Magnor, Theobalt (b0185) 2013; 32 OpenCV. Dale, Sunkavalli, Johnson, Vlasic, Matusik, Pfister (b0090) 2011; 30 Passalis, Perakis, Theoharis, Kakadiaris (b0195) 2011; 33 B. Amberg, P. Paysan, T. Vetter, Weight, sex, and facial expressions: on the manipulation of attributes in generative 3D face models, in: 5th International Symposium on Advances in Visual Computing: Part I, 2009, pp. 875–885. Beeler, Hahn, Bradley, Bickel, Beardsley, Gotsman, Sumner, Gross (b0035) 2011; 30 R. Anderson, B. Stenger, V. Wan, R. Cipolla, Expressive visual text-to-speech using active appearance models, in: IEEE International Conference on Computer Vision and Pattern Recognition, 2013. Yang, Wang, Shechtman, Bourdev, Metaxas (b0280) 2011; 30 Berretti, Amor, Daoudi, Bimbo (b0040) 2011; 27 F. Yang, L. Bourdev, J. Wang, E. Shechtman, D. Metaxas, Facial expression editing in video using a temporally-smooth factorization, in: IEEE International Conference on Computer Vision and Pattern Recognition, 2012, pp. 861–868. V. Blanz, K. Scherbaum, H.-P. Seidel, Fitting a morphable model to 3D scans of faces, in: IEEE International Conference on Computer Vision, 2007. B. Amberg, R. Knothe, T. Vetter, Expression invariant 3D face recognition with a morphable model, in: IEEE International Conference on Automatic Face Gesture Recognition, 2008, pp. 1–6. . Beeler, Bickel, Beardsley, Sumner, Gross (b0030) 2010; 29 A. Patel, W. Smith, 3D morphable face models revisited, in: IEEE International Conference on Computer Vision and Pattern Recognition, 2009, pp. 1327–1334. Creusot, Pears, Austin (b0085) 2013; 102 L.D. Lathauwer, Signal processing based on multilinear algebra, PhD thesis, K.U. Leuven, Belgium, 1997. Weise, Bouaziz, Li, Pauly (b0265) 2011; 30 Bradley, Heidrich, Popa, Sheffer (b0070) 2010; 29 Aldrian, Smith (b0005) 2013; 35 Ding, Ding, Fang (b0100) 2013 L. Yin, X. Chen, Y. Sun, T. Worm, M. Reale, A high-resolution 3D dynamic facial expression database, in: IEEE International Conference on Automatic Face and Gesture Recognition, 2008, pp. 1–6. T. Bolkart and S. Wuhrer, Statistical analysis of 3D faces in motion, In 3D Vision (3DV), 2013. Liu, Nocedal (b0175) 1989; 45 V. Le, H. Tang, T.S. Huang, Expression recognition from 3D dynamic faces using robust spatio-temporal shape features, in: IEEE International Conference on Automatic Face and Gesture Recognition and Workshops, 2011, pp. 414–421. Wuhrer, Shu, Bose (b0270) 2012; 12 T. Bolkart, A. Brunton, A. Salazar, S. Wuhrer, Statistical 3d shape models of human faces, 2013. Hierl, Arnold, Kruber, Schulze, Hmpfner-Hierl (b0130) 2013; 71 Cao, Weng, Lin, Zhou (b0080) 2013; 32 A. Brunton, C. Shu, J. Lang, E. Dubois, Wavelet model-based stereo for fast, robust face reconstruction, in: Eighth Canadian Conference on Computer and Robot Vision, 2011. Huang, Zhang, Fan, Yin, Seversky, Allen, Lei, Dong (b0135) 2012; 30 van Kaick, Zhang, Hamarneh, Cohen-Or (b0255) 2011; 30 Valgaerts, Wu, Bruhn, Seidel, Theobalt (b0250) 2012; 31 G. Sandbach, S. Zafeiriou, M. Pantic, D. Rueckert, A dynamic approach to the recognition of 3D facial expressions and their temporal models, in: IEEE International Conference on Automatic Face and Gesture Recognition and Workshops, 2011, pp. 406–413. L. Yin, X. Wei, Y. Sun, J. Wang, M.J. Rosato, A 3D facial expression database for facial behavior research, in: IEEE International Conference on Automatic Face and Gesture Recognition, 2006, pp. 211–216. Guo, Mei, Tang (b0120) 2013; 14 Rabiner, Juang (b0210) 1993 Hammond, Foster-Gibson, Chudley, Allanson, Hutton, Farrell, McKenzie, Holden, Lewis (b0125) 2008; 13 A. Patel, W. Smith, Simplification of 3D morphable models, in: IEEE International Conference on Computer Vision, 2011, pp. 271–278. Li, Weise, Pauly (b0165) 2010; 29 A.E. Johnson, M. Hebert, Recognizing objects by matching oriented points, in: IEEE International Conference on Computer Vision and Pattern Recognition, 1997, pp. 684–692. Lee, Wong (b0160) 1977; 9 V. Blanz, T. Vetter, A morphable model for the synthesis of 3D faces, in: SIGGRAPH, 1999, pp. 187–194. Fang, Zhao, Ocegueda, Shah, Kakadiaris (b0105) 2012; 30 Tam, Cheng, Lai, Langbein, Liu, Marshall, Martin, Sun, Rosin (b0245) 2013; 19 Styner, Rajamani, Nolte, Zsemlye, Szkely, Taylor, Davies (b0240) 2003; 18 Li, Yu, Ye, Bregler (b0170) 2013; 32 Golovinskiy, Matusik, Pfister, Rusinkiewicz, Funkhouser (b0115) 2006; 25 Wuhrer (10.1016/j.cviu.2014.06.013_b0270) 2012; 12 Styner (10.1016/j.cviu.2014.06.013_b0240) 2003; 18 Sandbach (10.1016/j.cviu.2014.06.013_b0225) 2012; 30 Liu (10.1016/j.cviu.2014.06.013_b0175) 1989; 45 10.1016/j.cviu.2014.06.013_b0205 10.1016/j.cviu.2014.06.013_b0200 van Kaick (10.1016/j.cviu.2014.06.013_b0255) 2011; 30 Huang (10.1016/j.cviu.2014.06.013_b0135) 2012; 30 Hammond (10.1016/j.cviu.2014.06.013_b0125) 2008; 13 Weise (10.1016/j.cviu.2014.06.013_b0265) 2011; 30 Beeler (10.1016/j.cviu.2014.06.013_b0035) 2011; 30 Neumann (10.1016/j.cviu.2014.06.013_b0185) 2013; 32 Ding (10.1016/j.cviu.2014.06.013_b0100) 2013 Lee (10.1016/j.cviu.2014.06.013_b0160) 1977; 9 Yang (10.1016/j.cviu.2014.06.013_b0280) 2011; 30 Bradley (10.1016/j.cviu.2014.06.013_b0070) 2010; 29 Mpiperis (10.1016/j.cviu.2014.06.013_b0180) 2008; 3 Golovinskiy (10.1016/j.cviu.2014.06.013_b0115) 2006; 25 Aldrian (10.1016/j.cviu.2014.06.013_b0005) 2013; 35 Fischler (10.1016/j.cviu.2014.06.013_b0110) 1981; 24 Vlasic (10.1016/j.cviu.2014.06.013_b0260) 2005; 24 10.1016/j.cviu.2014.06.013_b0015 Beeler (10.1016/j.cviu.2014.06.013_b0030) 2010; 29 10.1016/j.cviu.2014.06.013_b0295 10.1016/j.cviu.2014.06.013_b0055 10.1016/j.cviu.2014.06.013_b0010 10.1016/j.cviu.2014.06.013_b0290 10.1016/j.cviu.2014.06.013_b0050 Cao (10.1016/j.cviu.2014.06.013_b0080) 2013; 32 Tam (10.1016/j.cviu.2014.06.013_b0245) 2013; 19 Rabiner (10.1016/j.cviu.2014.06.013_b0210) 1993 Bickel (10.1016/j.cviu.2014.06.013_b0045) 2012; 31 Yedidia (10.1016/j.cviu.2014.06.013_b0285) 2003 Berretti (10.1016/j.cviu.2014.06.013_b0040) 2011; 27 10.1016/j.cviu.2014.06.013_b0145 10.1016/j.cviu.2014.06.013_b0025 10.1016/j.cviu.2014.06.013_b0020 Creusot (10.1016/j.cviu.2014.06.013_b0085) 2013; 102 Fang (10.1016/j.cviu.2014.06.013_b0105) 2012; 30 10.1016/j.cviu.2014.06.013_b0140 Dale (10.1016/j.cviu.2014.06.013_b0090) 2011; 30 10.1016/j.cviu.2014.06.013_b0220 10.1016/j.cviu.2014.06.013_b0065 Guo (10.1016/j.cviu.2014.06.013_b0120) 2013; 14 Li (10.1016/j.cviu.2014.06.013_b0170) 2013; 32 10.1016/j.cviu.2014.06.013_b0060 Valgaerts (10.1016/j.cviu.2014.06.013_b0250) 2012; 31 Salazar (10.1016/j.cviu.2014.06.013_b0215) 2013 Hierl (10.1016/j.cviu.2014.06.013_b0130) 2013; 71 Davies (10.1016/j.cviu.2014.06.013_b0095) 2008 Passalis (10.1016/j.cviu.2014.06.013_b0195) 2011; 33 10.1016/j.cviu.2014.06.013_b0155 10.1016/j.cviu.2014.06.013_b0235 10.1016/j.cviu.2014.06.013_b0075 10.1016/j.cviu.2014.06.013_b0275 10.1016/j.cviu.2014.06.013_b0230 Zhang (10.1016/j.cviu.2014.06.013_b0300) 2012; 89 10.1016/j.cviu.2014.06.013_b0150 Li (10.1016/j.cviu.2014.06.013_b0165) 2010; 29 10.1016/j.cviu.2014.06.013_b0190 |
| References_xml | – volume: 30 start-page: 130:1 year: 2011 end-page: 130:10 ident: b0090 article-title: Video face replacement publication-title: ACM Trans. Graph. (Proc. SIGGRAPH Asia) – reference: V. Le, H. Tang, T.S. Huang, Expression recognition from 3D dynamic faces using robust spatio-temporal shape features, in: IEEE International Conference on Automatic Face and Gesture Recognition and Workshops, 2011, pp. 414–421. – volume: 24 start-page: 381 year: 1981 end-page: 395 ident: b0110 article-title: Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography publication-title: Commun. ACM – reference: B. Amberg, P. Paysan, T. Vetter, Weight, sex, and facial expressions: on the manipulation of attributes in generative 3D face models, in: 5th International Symposium on Advances in Visual Computing: Part I, 2009, pp. 875–885. – start-page: 1 year: 2013 end-page: 21 ident: b0215 article-title: Fully automatic expression-invariant face correspondence publication-title: Mach. Vis. Appl. – reference: V. Blanz, T. Vetter, A morphable model for the synthesis of 3D faces, in: SIGGRAPH, 1999, pp. 187–194. – reference: I. Kakadiaris, G. Passalis, T. Theoharis, G. Toderici, I. Konstantinidis, N. Murtuza, Multimodal face recognition: combination of geometry with physiological information, in: IEEE International Conference on Computer Vision and Pattern Recognition, vol. 2, 2005, pp. 1022–1029. – volume: 32 start-page: 41:1 year: 2013 end-page: 41:10 ident: b0080 article-title: 3D shape regression for real-time facial animation publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – reference: F. Yang, L. Bourdev, J. Wang, E. Shechtman, D. Metaxas, Facial expression editing in video using a temporally-smooth factorization, in: IEEE International Conference on Computer Vision and Pattern Recognition, 2012, pp. 861–868. – reference: T. Bolkart and S. Wuhrer, Statistical analysis of 3D faces in motion, In 3D Vision (3DV), 2013. – volume: 30 start-page: 60:1 year: 2011 end-page: 60:10 ident: b0280 article-title: Expression flow for 3D-aware face component transfer publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – volume: 30 start-page: 738 year: 2012 end-page: 749 ident: b0105 article-title: 3D/4D facial expression analysis: an advanced annotated face model approach publication-title: Image Vis. Comput. – volume: 30 start-page: 683 year: 2012 end-page: 697 ident: b0225 article-title: Static and dynamic 3D facial expression recognition: a comprehensive survey publication-title: Image Vis. Comput. – reference: A. Brunton, C. Shu, J. Lang, E. Dubois, Wavelet model-based stereo for fast, robust face reconstruction, in: Eighth Canadian Conference on Computer and Robot Vision, 2011. – volume: 71 start-page: e15 year: 2013 end-page: e23 ident: b0130 article-title: Cad–cam-assisted esthetic facial surgery publication-title: J. Oral Max. Surg. – reference: A.E. Johnson, M. Hebert, Recognizing objects by matching oriented points, in: IEEE International Conference on Computer Vision and Pattern Recognition, 1997, pp. 684–692. – volume: 32 start-page: 179:1 year: 2013 end-page: 179:10 ident: b0185 article-title: Sparse localized deformation components publication-title: ACM Trans. Graph. (Proc. SIGGRAPH Asia) – volume: 102 start-page: 146 year: 2013 end-page: 179 ident: b0085 article-title: A machine-learning approach to keypoint detection and landmarking on 3D meshes publication-title: Int. J. Comput. Vis. – volume: 30 start-page: 75:1 year: 2011 end-page: 75:10 ident: b0035 article-title: High-quality passive facial performance capture using anchor frames publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – reference: OpenCV. < – volume: 35 start-page: 1080 year: 2013 end-page: 1093 ident: b0005 article-title: Inverse rendering of faces with a 3D morphable model publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 45 start-page: 503 year: 1989 end-page: 528 ident: b0175 article-title: On the limited memory method for large scale optimization publication-title: Math. Program.: Ser. A and B – reference: ANN. < – volume: 25 start-page: 1025 year: 2006 end-page: 1034 ident: b0115 article-title: A statistical model for synthesis of detailed facial geometry publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – year: 1993 ident: b0210 article-title: Fundamentals of Speech Recognition – volume: 30 start-page: 1681 year: 2011 end-page: 1707 ident: b0255 article-title: A survey on shape correspondence publication-title: Comput. Graph. Forum – volume: 12 year: 2012 ident: b0270 article-title: Automatically creating design models from 3D anthropometry data publication-title: J. Comput. Inform. Sci. Eng. – year: 2008 ident: b0095 article-title: Statistical Models of Shape: Optimisation and Evaluation – volume: 32 start-page: 42:1 year: 2013 end-page: 42:10 ident: b0170 article-title: Realtime facial animation with on-the-fly correctives publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – volume: 29 start-page: 40:1 year: 2010 end-page: 40:9 ident: b0030 article-title: High-quality single-shot capture of facial geometry publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – reference: A. Patel, W. Smith, Simplification of 3D morphable models, in: IEEE International Conference on Computer Vision, 2011, pp. 271–278. – volume: 19 start-page: 1199 year: 2013 end-page: 1217 ident: b0245 article-title: Registration of 3D point clouds and meshes: a survey from rigid to nonrigid publication-title: IEEE Trans. Vis. Comput. Graph. – volume: 33 start-page: 1938 year: 2011 end-page: 1951 ident: b0195 article-title: Using facial symmetry to handle pose variations in real-world 3D face recognition publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 29 start-page: 41:1 year: 2010 end-page: 41:10 ident: b0070 article-title: High resolution passive facial performance capture publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – volume: 31 start-page: 187:1 year: 2012 end-page: 187:11 ident: b0250 article-title: Lightweight binocular facial performance capture under uncontrolled lighting publication-title: ACM Trans. Graph. (Proc. SIGGRAPH Asia) – volume: 29 start-page: 32:1 year: 2010 end-page: 32:6 ident: b0165 article-title: Example-based facial rigging publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – volume: 89 start-page: 21 year: 2012 end-page: 29 ident: b0300 article-title: A realistic dynamic facial expression transfer method publication-title: Neurocomputing – reference: L. Yin, X. Chen, Y. Sun, T. Worm, M. Reale, A high-resolution 3D dynamic facial expression database, in: IEEE International Conference on Automatic Face and Gesture Recognition, 2008, pp. 1–6. – volume: 30 start-page: 77:1 year: 2011 end-page: 77:10 ident: b0265 article-title: Realtime performance-based facial animation publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – reference: B. Amberg, R. Knothe, T. Vetter, Expression invariant 3D face recognition with a morphable model, in: IEEE International Conference on Automatic Face Gesture Recognition, 2008, pp. 1–6. – volume: 13 start-page: 614 year: 2008 end-page: 623 ident: b0125 article-title: Face–brain asymmetry in autism spectrum disorders publication-title: Mol. Psychiatr. – reference: V. Blanz, K. Scherbaum, H.-P. Seidel, Fitting a morphable model to 3D scans of faces, in: IEEE International Conference on Computer Vision, 2007. – volume: 14 year: 2013 ident: b0120 article-title: Automatic landmark annotation and dense correspondence registration for 3D human facial images publication-title: BMC Bioinformatics – volume: 18 start-page: 63 year: 2003 end-page: 75 ident: b0240 article-title: Evaluation of 3D correspondence methods for model building publication-title: Inform. Process. Med. Imag. – volume: 9 start-page: 23 year: 1977 end-page: 29 ident: b0160 article-title: Worst-case analysis for region and partial region searches in multidimensional binary search trees and balanced quad trees publication-title: Acta Inform. – reference: G. Sandbach, S. Zafeiriou, M. Pantic, D. Rueckert, A dynamic approach to the recognition of 3D facial expressions and their temporal models, in: IEEE International Conference on Automatic Face and Gesture Recognition and Workshops, 2011, pp. 406–413. – reference: L.D. Lathauwer, Signal processing based on multilinear algebra, PhD thesis, K.U. Leuven, Belgium, 1997. – reference: A. Patel, W. Smith, 3D morphable face models revisited, in: IEEE International Conference on Computer Vision and Pattern Recognition, 2009, pp. 1327–1334. – reference: >. – volume: 3 start-page: 498 year: 2008 end-page: 511 ident: b0180 article-title: Bilinear models for 3-D face and facial expression recognition publication-title: IEEE Trans. Inform. Forens. Secur. – volume: 27 start-page: 1021 year: 2011 end-page: 1036 ident: b0040 article-title: 3D facial expression recognition using sift descriptors of automatically detected keypoints publication-title: Visual Comput. – volume: 30 start-page: 750 year: 2012 end-page: 761 ident: b0135 article-title: Reshaping 3D facial scans for facial appearance modeling and 3D facial expression analysis publication-title: Image Vis. Comput. – reference: A. Savran, N. Alyuz, H. Dibeklioglu, O. Celiktutan, B. Gökberk, B. Sankur, L. Akarun, Bosphorus database for 3D face analysis, in: Biometrics and Identity Management, 2008, pp. 47–56. – year: 2003 ident: b0285 publication-title: Exploring Artificial Intelligence in the New Millennium – reference: K. Scherbaum, T. Ritschel, M. Hullin, T. Thormählen, V. Blanz, H.-P. Seidel, Computer-suggested facial makeup, in: Eurographics, 2011. – volume: 24 start-page: 426 year: 2005 end-page: 433 ident: b0260 article-title: Face transfer with multilinear models publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – start-page: 1 year: 2013 end-page: 12 ident: b0100 article-title: 3D face sparse reconstruction based on local linear fitting publication-title: Visual Comput. – volume: 31 start-page: 118:1 year: 2012 end-page: 118:10 ident: b0045 article-title: Physical face cloning publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) – reference: T. Bolkart, A. Brunton, A. Salazar, S. Wuhrer, Statistical 3d shape models of human faces, 2013. < – reference: L. Yin, X. Wei, Y. Sun, J. Wang, M.J. Rosato, A 3D facial expression database for facial behavior research, in: IEEE International Conference on Automatic Face and Gesture Recognition, 2006, pp. 211–216. – reference: R. Anderson, B. Stenger, V. Wan, R. Cipolla, Expressive visual text-to-speech using active appearance models, in: IEEE International Conference on Computer Vision and Pattern Recognition, 2013. – volume: 30 start-page: 77:1 issue: 4 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0265 article-title: Realtime performance-based facial animation publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/2010324.1964972 – volume: 102 start-page: 146 issue: 1–3 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0085 article-title: A machine-learning approach to keypoint detection and landmarking on 3D meshes publication-title: Int. J. Comput. Vis. doi: 10.1007/s11263-012-0605-9 – volume: 3 start-page: 498 year: 2008 ident: 10.1016/j.cviu.2014.06.013_b0180 article-title: Bilinear models for 3-D face and facial expression recognition publication-title: IEEE Trans. Inform. Forens. Secur. doi: 10.1109/TIFS.2008.924598 – volume: 71 start-page: e15 issue: 1 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0130 article-title: Cad–cam-assisted esthetic facial surgery publication-title: J. Oral Max. Surg. doi: 10.1016/j.joms.2012.08.020 – volume: 30 start-page: 683 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0225 article-title: Static and dynamic 3D facial expression recognition: a comprehensive survey publication-title: Image Vis. Comput. doi: 10.1016/j.imavis.2012.06.005 – ident: 10.1016/j.cviu.2014.06.013_b0290 doi: 10.1109/AFGR.2008.4813324 – ident: 10.1016/j.cviu.2014.06.013_b0155 doi: 10.1109/FG.2011.5771435 – ident: 10.1016/j.cviu.2014.06.013_b0010 doi: 10.1109/AFGR.2008.4813376 – start-page: 1 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0215 article-title: Fully automatic expression-invariant face correspondence publication-title: Mach. Vis. Appl. – ident: 10.1016/j.cviu.2014.06.013_b0075 doi: 10.1109/CRV.2011.53 – year: 1993 ident: 10.1016/j.cviu.2014.06.013_b0210 – ident: 10.1016/j.cviu.2014.06.013_b0025 – ident: 10.1016/j.cviu.2014.06.013_b0020 doi: 10.1109/CVPR.2013.434 – ident: 10.1016/j.cviu.2014.06.013_b0015 doi: 10.1007/978-3-642-10331-5_81 – volume: 19 start-page: 1199 issue: 7 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0245 article-title: Registration of 3D point clouds and meshes: a survey from rigid to nonrigid publication-title: IEEE Trans. Vis. Comput. Graph. doi: 10.1109/TVCG.2012.310 – volume: 14 issue: 1 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0120 article-title: Automatic landmark annotation and dense correspondence registration for 3D human facial images publication-title: BMC Bioinformatics doi: 10.1186/1471-2105-14-232 – year: 2003 ident: 10.1016/j.cviu.2014.06.013_b0285 – ident: 10.1016/j.cviu.2014.06.013_b0055 doi: 10.1145/311535.311556 – volume: 45 start-page: 503 issue: 3 year: 1989 ident: 10.1016/j.cviu.2014.06.013_b0175 article-title: On the limited memory method for large scale optimization publication-title: Math. Program.: Ser. A and B doi: 10.1007/BF01589116 – volume: 30 start-page: 75:1 issue: 4 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0035 article-title: High-quality passive facial performance capture using anchor frames publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/2010324.1964970 – volume: 29 start-page: 41:1 issue: 4 year: 2010 ident: 10.1016/j.cviu.2014.06.013_b0070 article-title: High resolution passive facial performance capture publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/1778765.1778778 – ident: 10.1016/j.cviu.2014.06.013_b0140 doi: 10.1109/CVPR.1997.609400 – volume: 9 start-page: 23 issue: 1 year: 1977 ident: 10.1016/j.cviu.2014.06.013_b0160 article-title: Worst-case analysis for region and partial region searches in multidimensional binary search trees and balanced quad trees publication-title: Acta Inform. doi: 10.1007/BF00263763 – volume: 12 issue: 4 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0270 article-title: Automatically creating design models from 3D anthropometry data publication-title: J. Comput. Inform. Sci. Eng. doi: 10.1115/1.4007839 – ident: 10.1016/j.cviu.2014.06.013_b0275 doi: 10.1109/CVPR.2012.6247759 – volume: 89 start-page: 21 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0300 article-title: A realistic dynamic facial expression transfer method publication-title: Neurocomputing doi: 10.1016/j.neucom.2012.01.019 – ident: 10.1016/j.cviu.2014.06.013_b0190 – ident: 10.1016/j.cviu.2014.06.013_b0060 – volume: 25 start-page: 1025 issue: 3 year: 2006 ident: 10.1016/j.cviu.2014.06.013_b0115 article-title: A statistical model for synthesis of detailed facial geometry publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/1141911.1141988 – volume: 13 start-page: 614 issue: 6 year: 2008 ident: 10.1016/j.cviu.2014.06.013_b0125 article-title: Face–brain asymmetry in autism spectrum disorders publication-title: Mol. Psychiatr. doi: 10.1038/mp.2008.18 – volume: 30 start-page: 750 issue: 10 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0135 article-title: Reshaping 3D facial scans for facial appearance modeling and 3D facial expression analysis publication-title: Image Vis. Comput. doi: 10.1016/j.imavis.2011.12.008 – year: 2008 ident: 10.1016/j.cviu.2014.06.013_b0095 – volume: 29 start-page: 40:1 issue: 4 year: 2010 ident: 10.1016/j.cviu.2014.06.013_b0030 article-title: High-quality single-shot capture of facial geometry publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/1778765.1778777 – ident: 10.1016/j.cviu.2014.06.013_b0065 doi: 10.1109/3DV.2013.22 – ident: 10.1016/j.cviu.2014.06.013_b0205 doi: 10.1109/ICCV.2011.6126252 – volume: 18 start-page: 63 year: 2003 ident: 10.1016/j.cviu.2014.06.013_b0240 article-title: Evaluation of 3D correspondence methods for model building publication-title: Inform. Process. Med. Imag. doi: 10.1007/978-3-540-45087-0_6 – volume: 31 start-page: 118:1 issue: 4 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0045 article-title: Physical face cloning publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/2185520.2185614 – volume: 31 start-page: 187:1 issue: 6 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0250 article-title: Lightweight binocular facial performance capture under uncontrolled lighting publication-title: ACM Trans. Graph. (Proc. SIGGRAPH Asia) – volume: 30 start-page: 130:1 issue: 6 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0090 article-title: Video face replacement publication-title: ACM Trans. Graph. (Proc. SIGGRAPH Asia) – ident: 10.1016/j.cviu.2014.06.013_b0235 doi: 10.1111/j.1467-8659.2011.01874.x – volume: 30 start-page: 738 issue: 10 year: 2012 ident: 10.1016/j.cviu.2014.06.013_b0105 article-title: 3D/4D facial expression analysis: an advanced annotated face model approach publication-title: Image Vis. Comput. doi: 10.1016/j.imavis.2012.02.004 – ident: 10.1016/j.cviu.2014.06.013_b0145 doi: 10.1109/CVPR.2005.241 – volume: 30 start-page: 1681 issue: 6 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0255 article-title: A survey on shape correspondence publication-title: Comput. Graph. Forum doi: 10.1111/j.1467-8659.2011.01884.x – volume: 33 start-page: 1938 issue: 10 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0195 article-title: Using facial symmetry to handle pose variations in real-world 3D face recognition publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2011.49 – start-page: 1 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0100 article-title: 3D face sparse reconstruction based on local linear fitting publication-title: Visual Comput. – volume: 32 start-page: 42:1 issue: 4 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0170 article-title: Realtime facial animation with on-the-fly correctives publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/2461912.2462019 – volume: 32 start-page: 179:1 issue: 6 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0185 article-title: Sparse localized deformation components publication-title: ACM Trans. Graph. (Proc. SIGGRAPH Asia) – ident: 10.1016/j.cviu.2014.06.013_b0050 doi: 10.1109/ICCV.2007.4409029 – volume: 32 start-page: 41:1 issue: 4 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0080 article-title: 3D shape regression for real-time facial animation publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/2461912.2462012 – ident: 10.1016/j.cviu.2014.06.013_b0230 doi: 10.1007/978-3-540-89991-4_6 – volume: 24 start-page: 381 issue: 6 year: 1981 ident: 10.1016/j.cviu.2014.06.013_b0110 article-title: Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography publication-title: Commun. ACM doi: 10.1145/358669.358692 – volume: 30 start-page: 60:1 issue: 4 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0280 article-title: Expression flow for 3D-aware face component transfer publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/2010324.1964955 – ident: 10.1016/j.cviu.2014.06.013_b0295 – volume: 35 start-page: 1080 issue: 5 year: 2013 ident: 10.1016/j.cviu.2014.06.013_b0005 article-title: Inverse rendering of faces with a 3D morphable model publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2012.206 – volume: 27 start-page: 1021 issue: 11 year: 2011 ident: 10.1016/j.cviu.2014.06.013_b0040 article-title: 3D facial expression recognition using sift descriptors of automatically detected keypoints publication-title: Visual Comput. doi: 10.1007/s00371-011-0611-x – ident: 10.1016/j.cviu.2014.06.013_b0220 doi: 10.1109/FG.2011.5771434 – ident: 10.1016/j.cviu.2014.06.013_b0200 doi: 10.1109/CVPRW.2009.5206522 – volume: 29 start-page: 32:1 issue: 4 year: 2010 ident: 10.1016/j.cviu.2014.06.013_b0165 article-title: Example-based facial rigging publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/1778765.1778769 – ident: 10.1016/j.cviu.2014.06.013_b0150 – volume: 24 start-page: 426 issue: 3 year: 2005 ident: 10.1016/j.cviu.2014.06.013_b0260 article-title: Face transfer with multilinear models publication-title: ACM Trans. Graph. (Proc. SIGGRAPH) doi: 10.1145/1073204.1073209 |
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| Title | 3D faces in motion: Fully automatic registration and statistical analysis |
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