Decomposition into Low-Rank and Sparse Matrices in Computer Vision

This is a final project on the Linear Algebra coursework. Authors: Yaroslava Lochman, Yevhen Pozdniakov.

Here you can find:

• implementation of RPCA algorithm: in rpca directory
• implementation of ROSL algorithm: in rosl directory
• demo and example experiments: in demo directory
• Technical Report

Based on https://statweb.stanford.edu/~candes/papers/RobustPCA.pdf and http://vision.ai.illinois.edu/publications/CVPR2014_ROSL.pdf