mctc4bmi

Matrix and Tensor Completion for Background Model Initialization

<p align="center"> <img src="https://github.com/andrewssobral/mctc4bmi/blob/master/figs/framework.jpg" /> </p>

Usage example

Please refer to main.m and demo.m files.

Citation

If you use this code for your publications, please cite it as:

@article{sobral_sbmi_prl_2016,
	title   = {Matrix and Tensor Completion Algorithms for Background Model Initialization: A Comparative Evaluation},
	author  = {Sobral, A. and Zahzah, E.},
	journal = {Pattern Recognition Letters},
	doi     = {10.1016/j.patrec.2016.12.019},
	issn    = {01678655},
	year    = {2016}
}

Methods

List of the algorithms:

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|_Type|_{Algorithm name <br/>(click to see the source code)}|_Author(s)| |----------------|--------------------------------------------------------------|----------------------| |_{Matrix Completion}| | | | | GROUSE | Balzano and Wright (2013) | | | IALM | Lin et al.(2010) | | | LMaFit | Wen et al.(2012) | | | LRGeomCG | Vandereycken (2013) | | | MC-NMF | Xu et al.(2012) | | | OptSpace | Keshavan et al.(2010) | | | OR1MP | Wang et al.(2015) | | | RMAMR | Ye et al.(2015) | | | ScGrassMC | Ngo and Saad (2012) | | | SVP | Jain et al.(2010) | |_{Tensor Completion}| | | | | BCPF | Zhao et al. (2015) | | | geomCG | Kressner et al. (2013) | | | LRTC | Liu et al. (2013) | | | NCPC | Xu et al. (2013) | | | HoRPCA-IALM | Goldfarb and Qin (2013) | | | SPC | Yokota et al. (2016) | | | TenALS | Jain and Oh (2014) | | | TMac | Xu et al. (2015) | | | tSVD | Zhang et al. (2014) | | | t-TNN | Hu et al. (2015) |