Silhouettes have been used extensively for human action recognition. Using a low resolution, this bidimensional data is sometimes employed as it is, for instance, relying on a volume of silhouettes as spatio-temporal feature. These binary masks can then be reduced in dimensionality as in [19], where principal component analysis (PCA) is employed.