suitable feature for classification

Hi I want to classify a set of image based on the image illumination, now i am using some statistical measures which are extracted from each image like average, mode, median of image intensity. which feature u suggest me to improve my classification and decrease miss classification. Thank you

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No one can help you (yet) because you didn't give enough information for anyone to help you.
How are the different image classes defined?

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You cannot find the best features directly. Because for each problem we can use of different set of features. Nobody can say which feature is the best. It depends on your problem and your data. Extract the features of your data, then use one of the feature selection methods to give you suitable features or you can use of different features and finally compare the results. Test your data and evaluate the results by one of the performance evaluation methods. Good luck.

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