3-D face detection, landmark localization, and registration using a point distribution model

IEEE Transactions on Multimedia

Volumn 11, Issue 4, 2009, Pages 611-623

  Nair, Prathap ^a   Cavallaro, Andrea ^a  

^a QUEEN MARY UNIVERSITY OF LONDON   (United Kingdom)

Author keywords

Face detection; Face meshes; Landmark localization; Registration; Shape model

Indexed keywords

FACE DETECTION; FACE MESHES; LANDMARK LOCALIZATION; REGISTRATION; SHAPE MODEL;

CURVE FITTING; EDUCATION; IMAGE SEGMENTATION; THREE DIMENSIONAL;

FACE RECOGNITION;

EID: 67349250379     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2009.2017629     Document Type: Article

References (44)

1. P.BeslandN. McKay, "A method for registration of 3D shapes," IEEE Trans. Pattern Anal. Machine Intell., vol. 14, no. 2, pp. 239-256, Feb. 1992.
2. J. Shi, A. Samal, and D. Marx, "How effective are landmarks and their geometry for face recognition?," Comput. Vis. Image Understand., vol. 102, no. 2, pp. 117-133, May 2006.
3. P. Nair and A. Cavallaro, "Region segmentation and feature point extraction on 3D faces using a point distribution model," in Proc. IEEE Int. Conf. Image Processing, San Antonio, TX, Sep. 2007.
4. A. Colombo, C. Cusano, and R. Schettini, "3D face detection using curvature analysis," Pattern Recognit., vol. 39, no. 3, pp. 444-455, Mar. 2006.
5. A. Mian, M. Bennamoun, and R. Owens, "An efficient multimodal 2D-3D hybrid approach to automatic face recognition," IEEE Trans. Pattern Anal. Machine Intell., vol. 29, no. 11, pp. 1927-1943, Nov. 2007.
6. R. Niese, A. Al-Hamadi, and B. Michaelis, "A novel method for 3D face detection and normalization," J. Multimedia, vol. 2, no. 5, pp. 1-12, Sep. 2007.
7. S. M. Yamany and A. Farag, "Surfacing signatures: An orientation independent free-form surface representation scheme for the purpose of objects registration and matching," IEEE Trans. Pattern Anal. Machine Intell., vol. 24, no. 8, pp. 1105-1120, Aug. 2002.
8. Y. Wang, B. Peterson, and L. Staib, "Shape-based 3D surface correspondence using geodesics and local geometry," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, Hilton Head Island, SC, Jun. 2000, pp. 644-651.
9. I. Kakadiaris, G. Passalis, G. Toderici, N. Murtuza, Y. Lu, N. Karampatziakis, and T. Theoharis, "Three-dimensional face recognition in the presence of facial expressions: An annotated deformable model approach," IEEE Trans. Pattern Anal. Machine Intell., vol. 29, no. 4, pp. 640-648, Apr. 2007.
10. A. Johnson, "Spin-images: A representation for 3-D surface matching," Ph.D. dissertation, Robotics Inst., Carnegie Mellon Univ., Pittsburgh, PA, 1997.
11. K. Chang, K. Bowyer, and P. Flynn, "Multiple nose region matching for 3D face recognition under varying facial expression," IEEE Trans. Pattern Anal. Machine Intell., vol. 28, no. 10, pp. 1695-1700, Oct. 2006.
12. D. Colbry, G. Stockman, and A. Jain, "Detection of anchor points for 3D face verification," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, New York, Jun. 2006, pp. 118-125.
13. A. Moreno, A. Sanchez, J. Velez, and F. Diaz, "Face recognition using 3D surface-extracted descriptors," in Proc. Irish Machine Vision and Image Processing Conf., Coleraine, Ireland, Sep. 2003.
14. P. Nair, L. Zou, and A. Cavallaro, "Facial scan change detection," in Proc. Eur. Workshop Integration of Knowledge, Semantic and Digital Media Technologies, London, U.K., Dec. 2005, pp. 77-82.
15. Y.Wang, C. Chua, and Y. Ho, "Facial feature detection and face recognition from 2D and 3D images," Pattern Recognit. Lett., vol. 23, no. 10, pp. 1191-1202, Aug. 2002.
16. C. Boehnen and T. Russ, "A fast multi-modal approach to facial feature detection," in Proc. 7th IEEE Workshop Application of Computer Vision, Breckenridge, CO, Jan. 2005, vol. 1, pp. 135-142.
17. X. Lu and A. Jain, "Automatic feature extraction for multiview 3D face recognition," in Proc. 7th Int. Conf. Automated Face and Gesture Recognition, Southampton, U.K., Apr. 2006, pp. 585-590.
18. V. Ayyagari, F. Boughorbel, A. Koschan, and M. Abidi, "A new method for automatic 3D face registration," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, San Diego, CA, Jun. 2005, pp. 119-119.
19. A. Fitzgibbon, "Robust registration of 2D and 3D point sets," in Proc. British Machine Vision Conf., Manchester, U.K., Sep. 2001, pp. 411-420.
20. N. Gelfand, N. J. Mitra, L. J. Guibas, and H. Pottmann, "Robust global registration," in Proc. Eurographics Symp. Geometry Processing, Vienna, Austria, Jul. 2005, pp. 197-206.
21. G. Gordon, "Face recognition based on depth and curvature features," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, Champaign, IL, Jun. 1992, pp. 808-810.
22. X. Lu, D. Colbry, and A. K. Jain, "Matching 2.5D scans for face recognition," in Proc. Int. Conf. Biometric Authentication, Hong Kong, 2004, pp. 30-36.
23. A. Makadia, A. Patterson, and K. Daniilidis, "Fully automatic registration of 3D point clouds," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, New York, Jun. 2006, pp. 1297-1304.
24. R. Bergevin, M. Soucy, H. Gagnon, and D. Laurendeau, "Towards a general multi-view registration technique," IEEE Trans. Pattern Anal. Machine Intell., vol. 18, no. 5, pp. 540-547, May 1996.
25. Y. Chen and G. Medioni, "Object modelling by registration of multiple range images," Image Vis. Comput., vol. 10, no. 3, pp. 145-155, Apr. 1992.
26. Z. Zhang, "Iterative point matching for registration of free-form curves and surfaces," Int. J. Comput. Vis., vol. 13, no. 2, pp. 119-152, Oct. 1994.
27. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham, "Active shape models: Their training and application," Comput. Vis. Image Understand., vol. 61, no. 1, pp. 38-59, Jan. 1995.
28. I. Matthews and S. Baker, "Active appearance models revisited," Int. J. Comput. Vis., vol. 60, no. 2, pp. 135-164, Nov. 2004.
29. J. Xiao, S. Baker, I. Matthews, and T. Kanade, "Real-time combined 2D+3D active appearance models," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, Jun. 2004, pp. II-535-II-542.
30. M. M. Dickens, S. S. Gleason, and H. Sari-Sarraf, "Volumetric segmentation via 3D active shape models," in Proc. IEEE Southwest Symp. Image Analysis and Interpretation, Apr. 2002, pp. 248-252.
31. M. de Bruijne, B. van Ginneken, M. Viergever, and W. Niessen, "Adapting active shape models for 3D segmentation of tubular structures in medical images," in Information Processing in Medical Imaging, Lecture Notes in Computer Science. New York: Springer, 2003, vol. 2732, pp. 136-147.
32. S. Buchaillard, S. Ong, Y. Payan, and K. Foong, "Reconstruction of 3D tooth images," in Proc. IEEE Int. Conf. Image Processing, Singapore, Oct. 2004, pp. 1077-1080.
33. Z. Zhao and E. K. Teoh, "A novel framework for automated 3D PDM construction using deformable models," Med. Imaging 2005: Image Process., vol. 5747, no. 1, pp. 303-314, Feb. 2005.
34. T. Hutton, B. Buxton, and P. Hammond, "Automated registration of 3D faces using dense surface models," in Proc. British Machine Vision Conf., Norwich, U.K., Sep. 2003, pp. 439-448.
35. L. Yin, X. Wei, Y. Sun, J. Wang, and M. Rosato, "A 3D facial expression database for facial behavior research," in Proc. 7th Int. Conf. Automatic Face and Gesture Recognition, Southampton, U.K., Apr. 2006, pp. 211-216.
36. A. B. Moreno and A. Sanchez, "GavabDB: A 3D face database," in Proc. Workshop Biometrics on the Internet COST275, Vigo, Spain, Mar. 2004, pp. 77-85.
37. D. Chen, X. Tian, Y. Shen, and M. Ouhyoung, "On visual similarity based 3D model retrieval," Proc. Computer Graphics Forum (EUROGRAPHICS'03), vol. 22, no. 3, pp. 223-232, Sep. 2003.
38. J. P. Moss, A. D. Linney, S. R. Grindrod, and C. A. Mosse, "A laser scanning system for the measurement of facial surface morphology," Opt. Lasers Eng., vol. 10, pp. 179-190, 1989.
39. C. Dorai and A. K. Jain, "Cosmos - A representation scheme for 3D free-form objects," IEEE Trans. Pattern Anal. Machine Intell., vol. 19, no. 10, pp. 1115-1130, Oct. 1997.
40. W. J. Schroeder, J. A. Zarge, and W. E. Lorensen, "Decimation of triangle meshes," in Proc. 19th Annu. Conf. Computer Graphics and Interactive Techniques, Chicago, IL, Aug. 1992, pp. 65-70.
41. N. Aspert, D. Santa-Cruz, and T. Ebrahimi, "Mesh: Measuring errors between surfaces using the Hausdorff distance," in Proc. IEEE Int. Conf. Multimedia and Expo, Lausanne, Switzerland, Aug. 2002, pp. 705-708.
42. B. Achermann and H. Bunke, "Classifying range images of human faces with Hausdorff distance," in Proc. 15th Int. Conf. Pattern Recognition, Barcelona, Spain, 2000, vol. 02, pp. 809-813.
43. G. Pan, Z. Wu, and Y. Pan, "Automatic 3D face verification from range data," in Proc. IEEE Conf. Acoustics, Speech, and Signal Processing, Hong Kong, Apr. 2003, pp. 193-196.
44. R. Typke, R. C. Veltkamp, and F. Wiering, "A measure for evaluating retrieval techniques based on partially ordered ground truth lists," in Proc. Int. Conf. Multimedia and Expo (ICME), Toronto, ON, Canada, Jul. 2006, pp. 1793-1796.