Rotation constrained power factorization for structure from motion of nonrigid objects

Pattern Recognition Letters

Volumn 29, Issue 1, 2008, Pages 72-80

  Wang, Guanghui ^a,b   Tsui, Hung Tat ^b   Wu, Q M Jonathan ^a  

^a UNIVERSITY OF WINDSOR   (Canada)

^b CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

Nonrigid factorization; Rotation constrained power factorization; Sequential factorization; Singular value decomposition; Structure from motion

Indexed keywords

ALGORITHMS; FACTORIZATION; IMAGE ANALYSIS; PROBLEM SOLVING; SINGULAR VALUE DECOMPOSITION; THREE DIMENSIONAL;

NONRIGID FACTORIZATION; ROTATION CONSTRAINED POWER FACTORIZATION; SEQUENTIAL FACTORIZATION; STRUCTURE FROM MOTION;

OBJECT RECOGNITION;

EID: 35648947292     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2007.09.004     Document Type: Article

References (26)

1. Bascle, B., Blake, A., 1998. Separability of pose and expression in facial tracing and animation. In: Proc. Internat. Conf. on Computer Vision, pp. 323-328.
2. Blanz, V., Vetter, T., 1999. A morphable model for the synthesis of 3D faces. In: Proc. SIGGRAPH, pp.187-194.
3. Brand, M., 2001. Morphable 3D models from video. In: Proc. IEEE Conf. on Computer Vision and Pattern Recognition, vol. 2, pp. 456-463.
4. Brand, M., 2005. A direct method for 3D factorization of nonrigid motion observed in 2D. In: Proc. IEEE Conf. on Computer Vision and Pattern Recognition, vol. 2, pp. 122-128.
5. Bregler, C., Hertzmann, A., Biermann, H., 2000. Recovering non-rigid 3D shape from image streams. In: Proc. IEEE Conf. on Computer Vision and Pattern Recognition, vol. 2, pp. 690-696.
6. Christy S., and Horaud R. Euclidean shape and motion from multiple perspective views by affine iterations. IEEE Trans. Pattern Anal. Machine Intell. 18 11 (1996) 1098-1104
7. Cootes T.F., Edwards G.J., and Taylor C.J. Active appearance models. IEEE Trans. Pattern Anal. Machine Intell. 23 6 (2001) 681-685
8. Costeira J., and Kanade T. A multibody factorization method for independent moving objects. Internat. J. Comput. Vision 29 3 (1998) 159-179
9. Del Bue, A., Lladó, X., de Agapito, L., 2005. Non-rigid face modelling using shape priors. In: Proc. Second Internat. Workshop on Analysis and Modelling of Faces and Gestures, pp. 97-108.
10. Del Bue, A., Lladó, X., de Agapito, L., 2006. Non-rigid metric shape and motion recovery from uncalibrated images using priors, In: Proc. IEEE Conf. on CVPR, vol. 1, pp. 1191-1198.
11. Hartley, R., Schaffalizky, F., 2003. Powerfactorization: 3D reconstruction with missing or uncertain data. In: Proc. Australia-Japan Advanced Workshop on Computer Vision.
12. Hartley R., and Zisserman A. Multiple View Geometry in Computer Vision. 2nd ed. (2004), Cambridge University Press. 0521540518
13. Morita T., and Kanade T. A sequential factorization method for recovering shape and motion from image streams. IEEE Trans. Pattern Anal. Machine Intell. 19 8 (1997) 858-867
14. Poelman C., and Kanade T. A paraperspective factorization method for shape and motion recovery. IEEE Trans. Pattern Anal. Machine Intell. 19 3 (1997) 206-218
15. Quan L. Self-calibration of an affine camera from multiple views. Internat. J. Comput. Vision 19 1 (1996) 93-105
16. Tomasi C., and Kanade T. Shape and motion from image streams under orthography: A factorization method. Internat. J. Comput. Vision 9 2 (1992) 137-154
17. Torresani, L., Yang, D.B., Alexander, E.J., Bregler, C., 2001. Tracking and modeling non-rigid objects with rank constraints. In: Proc. IEEE Conf. on CVPR, vol. 1, pp. 493-500.
18. Torresani L., Hertzmann A., and Bregler C. Learning non-rigid 3D shape from 2D motion. Advances in Neural Information Processing Systems 16 (2004), MIT Press, Cambridge, MA
19. Triggs, B., 1996. Factorization methods for projective structure and motion. In: Proc. IEEE Conf. on Computer Vision and Pattern Recognition, pp. 845-851.
20. Vidal, R., Hartley, R., 2004. Motion segmentation with missing data using powerfactorization and GPCA. In: Proc. IEEE Conf. on CVPR, vol. 2, pp. 310-316.
21. Wang, G., Tian, Y., Sun, G., 2005. Modelling nonrigid object from video sequence under perspective projection. In: Proc. ACII, Lecture Notes in Computer Science, vol. 3784, pp. 64-71.
22. Wang, G., Sun, G., Li, X., Wang, S., 2006. Modelling nonrigid object from video sequence based on power factorization. In: Proc. ICAT Workshops, pp. 98-103.
23. Xiao, J., Kanade, T., 2005. Uncalibrated perspective reconstruction of deformable structures. In: Proc. of Internat. Conf. on Computer Vision, vol. 2, pp. 1075-1082.
24. Xiao, J., Baker, S., Matthews, I., Kanade, T., 2004. Real-time combined 2D+3D active appearance models. In: Proc. CVPR, vol. 2, pp. 535-542.
25. Xiao, J., Chai, J.-X., Kanade, T., 2004. A closed-form solution to non-rigid shape and motion recovery, in: Proc. European Conf. on Computer Vision, vol. 4, pp. 573-587.
26. Yao, J., Cham, W., 2005. Feature matching and scene reconstruction from multiple widely separated views. Technical Report of the Chinese University of Hong Kong.