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

Volumn 32, Issue 11, 2010, Pages 2022-2038

  Ding, Liya ^a   Martinez, Aleix M ^a  

^a Ohio State University   (United States)

Author keywords

adaptive boosting; American sign language; discriminant analysis; Face detection; face recognition; facial feature detection; nonmanuals; shape extraction; subclass learning

Indexed keywords

AMERICAN SIGN LANGUAGE; FACE DETECTION; FACIAL FEATURE DETECTION; NONMANUALS; SHAPE EXTRACTION; SUBCLASS LEARNING;

ADAPTIVE BOOSTING; ALGORITHMS; DETECTORS; DISCRIMINANT ANALYSIS; FACE RECOGNITION; TEXTURES; VIDEO RECORDING;

FEATURE EXTRACTION;

ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; BIOMETRY; DISCRIMINANT ANALYSIS; DISCRIMINATION LEARNING; FACE; FACIAL EXPRESSION; HUMAN; METHODOLOGY; PATTERN RECOGNITION; PHYSIOLOGY; STATISTICAL MODEL; VISION;

ALGORITHMS; BIOMETRY; DISCRIMINANT ANALYSIS; DISCRIMINATION LEARNING; FACE; FACIAL EXPRESSION; HUMANS; MODELS, STATISTICAL; PATTERN RECOGNITION, AUTOMATED; PATTERN RECOGNITION, VISUAL; VISUAL PERCEPTION;

EID: 78149285277     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2010.28     Document Type: Article

References (56)

1. M.S. Bartlett, G. Littlewort, M. Frank, C. Lainscsek, I. Fasel, and J. Movellan, "Fully Automatic Facial Action Recognition in Spontaneous Behavior," Proc. IEEE Conf. Face and Gesture, pp. 223-228, 2006.
2. P.L. Bartlett and M. Traskin, "AdaBoost Is Consistent," J. Machine Learning Research, vol. 8, pp. 2347-2368, 2007.
3. G. Carneiro, F. Amat, B. Georgescu, S. Good, and D. Comaniciu, "Semantic-Based Indexing of Fetal Anatomies from 3-D Ultrasound Data Using Global/Semi-Local Context and Sequential Sampling," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2008.
4. T.F. Cootes, C.J. Taylor, D.H. Cooper, and J. Graham, "Active Shape Models\-Their Training and Application," Computer Vision and Image Understanding, vol. 61, pp. 38-59, 1995.
5. T.F. Cootes, G.J. Edwards, and C.J. Taylor, "Active Appearance Models," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 23, no. 6, pp. 681-685, June 2001.
6. D. Cristinacce and T. Cootes, "Automatic Feature Localisation with Constrained Local Models," Pattern Recognition, vol. 41, no. 10, pp. 3054-3067, 2008.
7. F. De la Torre, J. Campoy, Z. Ambadar, and J.F. Cohn, "Temporal Segmentation of Facial Behavior," Proc. IEEE Int'l Conf. Computer Vision, 2007.
8. F. De la Torre and M.H. Nguyen, "Parameterized Kernel Principal Component Analysis: Theory and Applications to Supervised and Unsupervised Image Alignment," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2008.
9. L. Ding and A.M. Martinez, "Precise Detailed Detection of Faces and Facial Features," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2008.
10. P. Ekman and W.V. Friesen, The Facial Action Coding System: A Technique for the Measurement of Facial Movement. Consulting Psychologists Press, 1978.
11. S. Escalera, D.M.J. Tax, O. Pujol, P. Radeva, and R.P.W. Duin, "Subclass Problem Dependent Design for Error-Correcting Output Codes," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 30, no. 6, pp. 1041-1054, June 2008.
12. T. Ezzat and T. Poggio, "Visual Speech Synthesis by Morphing Viseme," Int'l J. Computer Vision, vol. 38, no. 1, pp. 45-57, 2000.
13. Y. Freund and R.E. Schapire, "A Decision Theoretic Generalization of Online Learning and an Application to Boosting," J. Computer and System Sciences, vol. 55, no. 1, pp. 119-139, 1995.
14. L. Gu and T. Kanade, "A Generative Shape Regularization Model for Robust Face Alignment," Proc. European Conf. Computer Vision, Part I, pp. 413-426, 2008.
15. B. Heisele, T. Serre, and T. Poggio, "A Component-Based Framework for Face Detection and Identification," Int'l J. Computer Vision, vol. 74, no. 2, pp. 167-181, 2007.
16. R. Hsu, M. Abdel-Mottaleb, and A.K. Jain, "Face Detection in Color Images," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 5, pp. 696-705, May 2002.
17. R.E. Kalman, "A New Approach to Linear Filtering and Prediction Problems," Trans. ASME J. Basic Eng., vol. 82D, no. 1, pp. 35-45, 1960.
18. A. Lapedriza, D. Masip, and J. Vitria, "On the Use of Independent Tasks for Face Recognition," Proc. IEEE Conf. Pattern Recognition and Computer Vision, 2008.
19. S.Z. Li and Z. Zhang, "FloatBoost Learning and Statistical Face Detection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 26, no. 9, pp. 1112-1123, Sept. 2004.
20. P. Li and S.J.D. Prince, "Joint and Implicit Registration for Face Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2009.
21. L. Liang, F. Wen, X. Tang, and Y. Xu, "An Integrated Model for Accurate Shape Alignment," Proc. European Conf. Computer Vision, pp. 333-346, 2006.
22. L. Liang, R. Xiao, F. Wen, and J. Sun, "Face Alignment via Component-Based Discriminative Searching," Proc. European Conf. Computer Vision, Part II, pp. 72-85, 2008.
23. X. Liu, "Discriminative Face Alignment," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 31, no. 11, pp. 1941-1954, Nov. 2009.
24. E. Mäkinen and R. Raisamo, "Evaluation of Gender Classification Methods with Automatically Detected and Aligned Faces," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 30, no. 3, pp. 541-547, Mar. 2008.
25. I.L. Dryden and K.V. Mardia, Statistical Shape Analysis. John Wiley, 1998.
26. A.M. Martinez and R. Benavente, "The AR Face Database," Technical Report #24, Computer Vision Center (CVC), 1998.
27. A.M. Martinez and A.C. Kak, "PCA versus LDA," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 23, no. 2, pp. 228-233, Feb. 2001.
28. A.M. Martinez, "Recognizing Imprecisely Localized, Partially Occluded and Expression Variant Faces from a Single Sample per Class," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 6, pp. 748-763, June 2002.
29. A.M. Martinez, P. Mittrapiyanuruk, and A.C. Kak, "On Combining Graph-Partitioning with Non-Parametric Clustering for Image Segmentation," Computer Vision and Image Understanding, vol. 95, no. 1, pp. 72-85, 2004.
30. A.M. Martinez and M. Zhu, "Where Are Linear Feature Extraction Methods Applicable?" IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 27, no. 12, pp. 1934-1944, Dec. 2005.
31. M.S. Messing and R. Campbell, Gesture, Speech, and Sign. Oxford Univ. Press, 1999.
32. K. Messer, J. Matas, J. Kittler, J. Luettin, and G. Maitre, "The Extended M2VTS Database," Proc. Int'l Conf. Audio-and Video-Based Biometric Person Authentication, pp. 72-77, 1999.
33. S. Milborrow and F. Nicolls, "Locating Facial Features with an Extended Active Shape Model," Proc. IEEE Conf. Computer Vision and Pattern Recognition, Part IV, pp. 504-513, 2008.
34. H. Moon, R. Chellappa, and A. Rosenfeld, "Optimal Edge-Based Shape Detection," IEEE Trans. Image Processing, vol. 11, no. 11, pp. 1209-1226, Nov. 2002.
35. T. Moriyama, T. Kanade, J. Xiao, and J.F. Cohn, "Meticulously Detailed Eye Region Model and Its Application to Analysis of Facial Images," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 5, pp. 738-752, May 2006.
36. S. Paisitkriangkrai, C. Shen, and J. Zhang, "Fast Pedestrian Detection Using a Cascade of Boosted Covariance Features," IEEE Trans. Circuits and Systems for Video Technology, vol. 18, no. 8, pp. 1140-1151, Aug. 2008.
37. I. Patras and E.R. Hancock, "Regression Tracking with Data Relevance Determination," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2007.
38. S. Romdhani and T. Vetter, "3D Probabilistic Feature Point Model for Object Detection and Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2007.
39. D. Ross, J. Lim, R.-S. Lin, and M.-H. Yang, "Incremental Learning for Robust Visual Tracking," Int'l J. Computer Vision, vol. 77, nos. 1-3, pp. 125-141, 2008.
40. K. Sung and T. Poggio, "Example-Based Learning for View-Based Human Face Detection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, no. 1, pp. 39-51, Jan. 1998.
41. X. Tang, Z. Ou, T. Su, H. Sun, and P. Zhao, "Robust Precise Eye Location by Adaboost and SVM Techniques," Proc. Int'l Symp. Neural Networks, pp. 93-98, 2005.
42. A. Torralba, "Contextual Priming for Object Detection," Int'l J. Computer Vision, vol. 53, no. 2, pp. 169-191, 2003.
43. O. Tuzel, F. Porikli, and P. Meer, "Pedestrian Detection via Classification on Riemannian Manifolds," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 30, no. 10, pp. 1713-1727, Oct. 2008.
44. P. Viola and M. Jones, "Rapid Object Detection Using a Boosted Cascade of Simple Features," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. I. 511-518, 2001.
45. D. Vukadinovic and M. Pantic, "Fully Automatic Facial Feature Point Detection Using Gabor Feature Based Boosted Classifiers," Proc. IEEE Int'l Conf. Systems, Man, and Cybernetics, pp. 1692-1698, 2005.
46. P. Wang, M.B. Green, Q. Ji, and J. Wayman, "Automatic Eye Detection and Its Validation," Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshop, 2005.
47. L. Wolf and S. Bileschi, "A Critical View of Context," Int'l J. Computer Vision, vol. 69, no. 2, pp. 251-261, 2006.
48. L. Wolf, T. Hassner, and Y. Taigman, "Descriptor Based Methods in the Wild," Proc. European Conf. Computer Vision, Workshop Faces in Real-Life Images: Detection, Alignment, and Recognition, 2008.
49. J.X. Wu, S.C. Brubaker, M.D. Mullin, and J.M. Rehg, "Fast Asymmetric Learning for Cascade Face Detection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 30, no. 3, pp. 369-382, Mar. 2008.
50. M.-H. Yang, D.J. Kriegman, and N. Ahuja, "Detecting Faces in Images: A Survey," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 1, pp. 34-58, Jan. 2002.
51. M.-H. Yang, "Face Localization," Encyclopedia of Biometrics, Springer, 2009.
52. A.L. Yuille, D.S. Cohen, and P.W. Hallinan, "Feature Extraction from Faces Using Deformable Templates," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 104-109, 1989.
53. Z. Zeng, M. Pantic, G.I. Roisman, and T.S. Huang, "A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 31, no. 1, pp. 39-58, Jan. 2009.
54. H.T. Zhao and P.C. Yuen, "Incremental Linear Discriminant Analysis for Face Recognition," IEEE Trans. Systems, Man, and Cybernetics-Part B, vol. 38, no. 1, pp. 210-221, Feb. 2008.
55. S. Zhou and R. Chellappa, "Multiple-Exemplar Discriminate Analysis for Face Recognition," Proc. Int'l Conf. Pattern Recognition, 2004.
56. M. Zhu and A.M. Martinez, "Subclass Discriminant Analysis," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 8, pp. 1274-1286, Aug. 2006.