First I read your comment I thought nice. This is what I do (per image standardization since each image source of origin could not be same thus different signal of hue and colour. For example, some image might have been taken in more light some in less.) but you made an edit and said that standardization should be performed over all of the training images. Could you please why did you say this and what made you change. Any online source which further establishes this fact.