Computational methods for modeling facial aging: A survey

Journal of Visual Languages and Computing

Volumn 20, Issue 3, 2009, Pages 131-144

  Ramanathan, Narayanan ^a   Chellappa, Rama ^a   Biswas, Soma ^a  

^a UNIVERSITY OF MARYLAND   (United States)

Author keywords

Age estimation; Age progression; Craniofacial growth; Face recognition

Indexed keywords

EID: 67349193788     PISSN: 1045926X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jvlc.2009.01.011     Document Type: Article

References (50)

1. Alley R. Social and Applied Aspects of Perceiving Faces (1998), Lawrence Erlbaum Associates, Inc., NJ
2. Zhao W., and Chellappa R. Face Processing: Advanced Modeling and Methods (2006), Academic Press Inc., USA
3. Li S.Z., and Jain A.K. Handbook of Face Recognition (March 2005), Springer, New York
4. Thompson D.W. On Growth and Form (1992), Dover Publications, New York (original publication-1917)
5. R.E. Shaw, M. McIntyre, W. Mace, The role of symmetry in event perception, Perception: Essays in honor of James J. Gibson (1974) 276-310.
6. Pittenger J.B., and Shaw R.E. Aging faces as viscal-elastic events: implications for a theory of nonrigid shape perception. Journal of Experimental Psychology: Human Perception and Performance 1 4 (1975) 374-382
7. Todd J.T., Mark L.S., Shaw R.E., and Pittenger J.B. The perception of human growth. Scientific American 242 2 (1980) 132-144
8. Mark L.S., Todd J.T., and Shaw R.E. Perception of growth: a geometric analysis of how different styles of change are distinguished. Journal of Experimental Psychology: Human Perception and Performance 7 (1981) 855-868
9. Enlow D.H. The Human Face: An Account of the Postnatal Growth and Development of the Craniofacial Skeleton (1968), Harper and Row, Hoeber Medical Division, New York
10. Gerasimov M.M. Face Finder (1971), Hutchinson and Co.
11. Pittenger J.B., Shaw R.E., and Mark L.S. Perceptual information for the age level of faces as a higher order invariant to growth. Journal of Experimental Psychology: Human Perception and Performance 5 (1979) 478-493
12. Mark L.S., Pittenger J.B., Hines H., Carello C., Shaw R.E., and Todd J.T. Wrinkling and head shape as coordinated sources of age level information. Journal of Perception and Psychophysics 27 2 (1980) 117-124
13. Mark L.S., and Todd J.T. The perception of growth in three dimensions. Journal of Perception and Psychophysics 33 2 (1983) 193-196
14. Bruce V., Burton M., Doyle T., and Dench N. Further experiments on the perception of growth in three dimensions. Perception and Psychophysics 46 6 (1989) 528-536
15. O'Toole A.J., Vetter T., Volz H., and Salter E.M. Three-dimensional caricatures of human heads: distinctiveness and the perception of facial age. Perception 26 (1997) 719-732
16. O'Toole A.J., Price T., Vetter T., Bartlett J.C., and Blanz V. 3d shape and 2d surface textures of human faces: the role of 'averages' in attractiveness and age. Image and Vision Computing 18 (1999) 9-19
17. Farkas L.G. Anthropometry of the Head and Face (1994), Raven Press, New York
18. Lanitis A., Taylor C.J., and Cootes T.F. Toward automatic simulation of aging effects on face images. IEEE Transactions on Pattern Analysis and Machine Intelligence 24 4 (2002) 442-455
19. Lanitis A., Draganova C., and Christodoulou C. Comparing different classifiers for automatic age estimation. IEEE Transactions on Systems, Man and Cybernetics-Part B 34 1 (2004) 621-628
20. Geng X., Zhou Z.H., and Smith-Miles K. Automatic age estimation based on facial aging patterns. IEEE Pattern Analysis and Machine Intelligence 29 12 (2007) 2234-2240
21. Geng X., Zhang Z.H., Li G., and Dai H. Learning from facial aging patterns for automatic age estimation. Proceedings of the 14th ACM International Conference on Multimedia (2006) 307-316
22. Ramanathan N., and Chellappa R. Face verification across age progression. IEEE Transactions on Image Processing 15 100 (2006) 3349-3362
23. Ramanathan N., and Chellappa R. Face verification across age progression. IEEE Conference on Computer Vision and Pattern Recognition vol. 2 (June 2005), San Diego, USA 462-469
24. Fu Y., and Huang T.S. Human age estimation with regression on discriminative aging manifold. IEEE Transactions on Multimedia 10 4 (2008) 578-584
25. Guo G., Fu Y., Dyer C.R., and Huang T.S. Image-based human age estimation by manifold learning and locally adjusted robust regression. IEEE Transactions on Image Processing 17 7 (2008) 1178-1188
26. N. Ramanathan, R. Chellappa, Modeling age progression in young faces, in: IEEE Conference on Computer Vision and Pattern Recognition, vol. 1, New York, USA, June 2006, pp. 387-394.
27. Ramanathan N., and Chellappa R. Modeling shape and textural variations in aging adult faces. IEEE International Conference on Automatic Face and Gesture. Amsterdam, Netherlands (2008)
28. J. Suo, F. Min, S. Zhu, S. Shan, X. Chen, A multi-resolution dynamic model for face aging simulation, in: IEEE Conference on Computer Vision and Pattern Recognition, Minnesota, USA, June 2007.
29. U. Park, Y. Tong, A.K. Jain, Face recognition with temporal invariance: a 3d aging model, in: IEEE Conference on Automatic Face and Gesture Recognition, 2008.
30. M. Gandhi, A method for automatic synthesis of aged human facial images, Master's Thesis, McGill University, September 2004.
31. H. Ling, S. Soatto, N. Ramanathanan, D. Jacobs, A study of face recognition as people age, in: IEEE International Conference on Computer Vision, Rio De Janeiro, Brazil, October 2007.
32. Z. Yang, H. Ai, Demographic classification with local binary patterns, in: International Conference on Biometrics, 2007, pp. 464-473.
33. Kwon Y.H., and da Vitoria Lobo N. Age classification from facial images. Computer Vision and Image Understanding 74 (1999) 1-21
34. Burt M., and Perrett D.I. Perception of age in adult caucasian male faces: computer graphic manipulation of shape and colour information. Journal of Royal Society 259 (1995) 137-143
35. Tiddeman B., Burt D.M., and Perrett D. Prototyping and transforming facial texture for perception research. IEEE Computer Graphics and Applications 21 5 (2001) 42-50
36. Tiddeman B., Stirrat M., and Perrett D.I. Towards realism in facial image transformations: results from a wavelet MRF method. Computer Graphics Forum 24 (2005) 449-456
37. S. Biswas, G. Aggarwal, R. Chellappa, A non-generative approach for face recognition across aging, in: IEEE Second International Conference on Biometrics: Theory, Application and Systems, 2008.
38. Kass M., Witkin A., and Terzopolous D. Snakes: active contour models. International Journal of Computer Vision (1987) 321-331
39. Cootes T.F., Edwards G.J., and Taylor C.J. Active appearance models. IEEE Transactions on Pattern Analysis and Machine Intelligence 23 6 (2001) 681-685
40. Bishop C.M. Pattern Recognition and Machine Learning (2006), Springer, Berlin
41. Ahonen T., Hadid A., and Pietikainen M. Face description with local binary patterns: application to face recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 28 12 (2006) 2037-2041
42. FG-Net aging database. [Online]. Available: 〈http://sting.cycollege.ac.cy/∼alanitis/fgnetaging/〉.
43. Phillips P.J., Moon H., and Rizvi P.J.R.S.A. The FERET evaluation methodology for face recognition algorithms. IEEE Transactions on Pattern Analysis and Machine Intelligence 22 10 (2000) 1090-1104
44. Sim T., Baker S., and Bsat M. The CMU pose illumination and expression database. IEEE Transactions on Pattern Analysis and Machine Intelligence 25 12 (2003) 1615-1618
45. Farkas L.G., and Munro I.R. Anthropometric Facial Proportions in Medicine (1987), Charles C Thomas, Springfield, IL, USA
46. Z. Xu, H. Chen, S.-C. Zhu, A high resolution grammatical model for face representation and sketch, in: IEEE Conference on Computer Vision and Pattern Recognition, vol. 2, 2005, pp. 470-477.
47. 〈http://www.face-rec.org/databases/〉.
48. Albert A.M., and Ricanek K. The MORPH database: investigating the effects of adult craniofacial aging on automated face-recognition technology. Forensic Science Communications 10 2 (2008)
49. K. Ricanek, T. Tesafaye, MORPH: a longitudinal image database of normal adult age-progression, in: IEEE International Conference on Automatic Face and Gesture, 2006, pp. 341-345.
50. E. Patterson, A. Sethuram, M. Albert, K. Ricanek, M. King, Aspects of age variation in facial morphology affecting biometrics, in: IEEE International Conference on Biometrics: Theory, Applications and Systems, Crystal City, VA, 2007.