image pre-processing

• For natural images, it make little sense to have separate mean and variance values for each pixel. They are already have equivalent variances.
• The desiderata are that our learning algorithms sees a training input where
  
  • (i) the features are less correlated with each other, and
  • (ii) the features all have the same variance.