Learning deformable shape manifolds

Pattern Recognition

Volumn 45, Issue 4, 2012, Pages 1792-1801

  Rivera, Samuel ^a   Martinez, Aleix M ^a  

^a OHIO STATE UNIVERSITY   (United States)

Author keywords

Detailed face shape detection; Face detection; Face recognition; Manifold learning; Nonlinear regression; Shape modeling

Indexed keywords

ACTIVE APPEARANCE MODELS; DEFORMABLE SHAPES; FACE SHAPES; HIGH-CONTRAST IMAGES; INITIAL ESTIMATE; KEYPOINTS; MANIFOLD LEARNING; NONLINEAR REGRESSION; OBJECT POSITIONS; SHAPE DETECTION; SHAPE MODELING; TRAINING DATA;

DEFORMATION; IMAGE RESOLUTION;

FACE RECOGNITION;

EID: 83655167117     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2011.09.023     Document Type: Article

References (33)

1. M. Kass, A. Witkins, and D. Terzopoulos Snakes: active contour models International Journal of Computer Vision 1 1988 321 331
2. R. Malladi, J. Sethian, and B. Vemuri Shape modeling with front propagation: a level set approach IEEE Transactions on Pattern Analysis and Machine Intelligence 17 1995 158 175
3. T.F. Cootes, C.J. Taylor, D.H. Cooper, and J. Graham Active shape models - their training and application Computer Vision and Image Understanding 61 1995 38 59
4. G. Mori, S. Belongie, and J. Malik Efficient shape matching using shape contexts IEEE Transactions on Pattern Analysis and Machine Intelligence 27 2005 517 530
5. T.F. Cootes, G.J. Edwards, and C.J. Taylor Active appearance models Proceedings of the European Conference on Computer Vision 1998 484 498 (Pubitemid 128093046)
6. X. Liu Discriminative face alignment IEEE Transactions on Pattern Analysis and Machine Intelligence 99 2009 1941 1954
7. L. Gu, and T. Kanade A generative shape regularization model for robust face alignment Proceedings of the European Conference on Computer Vision 2008 413 426
8. Y. Zhou, L. Gu, and H.-J. Zhang Bayesian tangent shape model: estimating shape and pose parameters via Bayesian inference Proceedings of the IEEE Computer Vision and Pattern Recognition 2003 I-109 I-116
9. O.C. Hamsici, and A.M. Martinez Active appearance models with rotation invariant kernels Proceedings of the IEEE International Conference on Computer Vision 2009 1003 1009
10. L. Liang, F. Wen, X. Tang, and Y. Xu An integrated model for accurate shape alignment Proceedings of the European Conference on Computer Vision 2006 333 346 (Pubitemid 44029641)
11. J. Zhang, S.K. Zhou, D. Comaniciu, and L. McMillan Conditional density learning via regression with application to deformable shape segmentation Proceedings of the IEEE Computer Vision and Pattern Recognition 2008 1 8
12. L. Ding, and A. Martinez Features versus context: an approach for precise and detailed detection and delineation of faces and facial features IEEE Transactions on Pattern Analysis and Machine Intelligence 2010 2022 2038
13. S. Zhou, and D. Comaniciu Shape regression machine Information Processing in Medical Imaging 2007 13 25
14. S.K. Zhou Shape regression machine and efficient segmentation of left ventricle endocardium from 2D B-mode echocardiogram Medical Image Analysis 2010
15. D. Cristinacce, and T.F. Cootes Boosted regression active shape models Proceedings of the British Machine Vision Conference 2007 880 889
16. A.M. Martinez Recognizing imprecisely localized, partially occluded, and expression variant faces from a single sample per class IEEE Transactions on Pattern Analysis and Machine Intelligence 24 2002 748 763 (Pubitemid 34669589)
17. G. Seber, and C. Wild Nonlinear Regression 2003 Wiley-Interscience
18. A.E. Hoerl Application of ridge analysis to regression problems Chemical Engineering Progress 58 1962 54 59
19. T. Hastie, R. Tibshirani, and J. Friedman The Elements of Statistical Learning: Data Mining, Inference, and Prediction 2001 Springer-Verlag New York
20. G. Wahba Spline Models for Observational Data 1990 Society for Industrial and Applied Mathematics
21. A.J. Smola, and B. Schlkopf A tutorial on support vector regression Statistics and Computing 14 2004 199 222 (Pubitemid 39063488)
22. V.N. Vapnik The Nature of Statistical Learning Theory 1999 Springer
23. D.P. Bertsekas Nonlinear Programming 1999 Athena Scientific
24. C.-C. Chang, C.-J. Lin, LIBSVM: A Library for Support Vector Machines, 2001. Software available at 〈 http://www.csie.ntu.edu.tw/∼cjlin/libsvm 〉.
25. M. Everingham, and A. Zisserman Regression and classification approaches to eye localization in face images Proceedings of the IEEE Automatic Face and Gesture Recognition 2006 441 446 (Pubitemid 44711389)
26. T. Serre, L. Wolf, S. Bileschi, M. Riesenhuber, and T. Poggio Robust object recognition with cortex-like mechanisms IEEE Transactions on Pattern Analysis and Machine Intelligence 29 2007 411 426 (Pubitemid 46336417)
27. P. Viola, and M. Jones Rapid object detection using a boosted cascade of simple features Proceedings of the IEEE Computer Vision and Pattern Recognition 2001 I-511 I-518
28. L. Ding, and A. Martinez Precise detailed detection of faces and facial features Proceedings of the IEEE Computer Vision and Pattern Recognition 2008 1 7
29. A.M. Martinez, R. Benavente, The AR face database, CVC Technical Report No. 24, 1998.
30. G.B. Huang, M. Ramesh, T. Berg, E. Learned-Miller, Labeled Faces in the Wild: A Database for Studying Face Recognition in Unconstrained Environments, Technical Report 07-49, University of Massachusetts, Amherst, October 2007.
31. K. Messer, J. Matas, J. Kittler, J. Lüttin, and G. Maitre XM2VTSDB: the extended M2VTS database Proceedings of the International Conference on Audio and Video-Based Biometric Person Authentication 1999 72 77
32. G.R. Bradski, A. Kaehler, Learning OpenCV - Computer Vision with the OpenCV library: Software That Sees, O'Reilly Media, 2008.
33. O.C. Hamsici, and A.M. Martinez Rotation invariant kernels and their application to shape analysis IEEE Transactions on Pattern Analysis and Machine Intelligence 31 2009 1985 1999