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Efficiency and Effectiveness Metrics in Evolutionary Algorithms and Their Application Read chapter Read first chapter

2015 | OriginalPaper | Chapter

A BRMF-Based Model for Missing-Data Estimation of Image Sequence

Authors : Yang Liu, Zhan-Li Sun, Yun Jing, Yang Qian, De-Xiang Zhang

Published in: Intelligent Computing Theories and Methodologies

Publisher: Springer International Publishing

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Abstract

How to effectively deal with occlusion is an important step of structure from motion (SFM). In this paper, an accurate missing data estimation method is proposed by combining Bayesian robust matrix factorization (BRMF) and particle swarm optimization (PSO). Experimental results on several widely used image sequences demonstrate the effectiveness and feasibility of the proposed algorithm.

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Literature
1.
Costeria, J.P., Kanade, T.: A multibody factorization method for independently moving objects. Int. J. Comput. Vis. 29, 159–179 (1998)CrossRef
2.
Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision, 2nd edn. Cambridge University Press, Cambridge (2003)MATH
3.
Torresani, L., Hertzmann, A., Bregler, C.: Nonrigid structure-from-motion: estimating shape and motion with hierarchical prior. IEEE Trans. Pattern Anal. Mach. Intell. 30, 878–892 (2008)CrossRef
4.
Gotardo, P.F.U., Martinez, A.M.: Computing smooth time-trajectories for camera and deformable shape in structure from motion with occlusion. IEEE Trans. Pattern Anal. Mach. Intell. 33, 2051–2065 (2011)CrossRef
5.
Hamsici, O.C., Gotardo, P.F., Martinez, A.M.: Learning spatially-smooth mappings in non-rigid structure from motion. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part IV. LNCS, vol. 7575, pp. 260–273. Springer, Heidelberg (2012)CrossRef
6.
Julia, C., Sappa, A.D., Lumbreras, F., Serrat, J., Lopez, A.: An iterative multiresolution scheme for SFM with missing data: single and multiple object scenes. Image Vis. Comput. 28, 164–176 (2010)CrossRef
7.
Zhao, K., Zhang, Z.: Successively alternate least square for low-rank matrix factorization with bounded missing data. Comput. Vis. Image Underst. 114, 1084–1096 (2010)CrossRef
8.
Hu, M.X., Penney, G., Figl, M., Edwards, P., Bello, F., Casula, R., Rueckert, D., Hawkes, D.: Reconstruction of a 3D surface from video that is robust to missing data and outliers: application to minimally invasive surgery using stereo and mono endoscopes. Med. Image Anal. 16, 597–611 (2012)CrossRef
9.
Wang, G.H., Zelek, J.S., Wu, Q.M.J.: Robust structure from motion of nonrigid objects in the presence of outlying and missing data. In: International Conference on Computer and Robot Vision, vol. 39, pp. 159–166 (2013)
10.
Tao, L., Mein, S.J., Quan, W., Matuszewski, B.J.: Recursive non-rigid structure from motion with online learned shape prior. Comput. Vis. Image Underst. 117, 1287–1298 (2013)CrossRefMATH
11.
Feng, Y., Xiao, J., Zhuang, Y.T., Yang, X.S., Zhang, J.J., Song, R.: Exploiting temporal stability and low-rank structure for motion capture data refinement. Inf. Sci. 277, 777–793 (2014)CrossRefMATH
12.
Wang, N.Y., Yeung, D.Y.: Bayesian robust matrix factorization for image and video processing. In: IEEE International Conference on Computer Vision, 1785–1792 (2013)
13.
Wang, N.Y., Yao, T.S., Wang, J.D., Yeung, D.-Y.: A probabilistic approach to robust matrix factorization. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part VII. LNCS, vol. 7578, pp. 126–139. Springer, Heidelberg (2012)CrossRef
Metadata
Title
A BRMF-Based Model for Missing-Data Estimation of Image Sequence
Authors
Yang Liu
Zhan-Li Sun
Yun Jing
Yang Qian
De-Xiang Zhang
Copyright Year
2015
Book
Intelligent Computing Theories and Methodologies

Print ISBN: 978-3-319-22185-4

Electronic ISBN: 978-3-319-22186-1

Copyright Year: 2015

DOI
https://doi.org/10.1007/978-3-319-22186-1_16

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