First, an uncorrelated projection space is constructed based on the total population scatter matrix.

First, by redefining the within class scatter matrix and the between class scatter matrix, a new null space method was presented.

Then, an image scatter matrix is constructed using the reshaped image matrixes and its eigenvectors are derived for image feature extraction.