Research Article

Tensorial Kernel Principal Component Analysis for Action Recognition

Figure 5

Visualization of samples of KTH action recognition dataset in the first two dimensional subspace: (a) represents TKPCA using a tensor kernel; (b) represents KPCA using a Gaussian kernel performed on the vectorization of tensors. Observe that the features obtained by TKPCA are more discriminative than KPCA features.
816836.fig.005a
(a)
816836.fig.005b
(b)