**3. Comparison**

In this section, we present the evaluation of the five RPCA models (RSL, PCP, TFOCS, IALM, Bayesian) and the basic average algorithm (SUB) on three different datasets used in video-surveillance: the Wallflower dataset provided by Toyama et al. (1999), the dataset of Li et al. (2004) and dataset of Sheikh & Shah (2005). Qualitative and quantitative results are provided for each dataset.
