This paper presents a method for the classification of bacterial colonies, based on naive-bayes for representation space analysis generated with statistical measures obtained from the moments of Hue and Otsu method. Detecting the overall results were around 90% with cross validation 70/30, which means that the representationcapability combined with Hue naive Bayes analysis, provides acceptable performance for the classification of bacterial colonies.