How can I improve my image processing code?

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Dear Friends
Here are my codes to train a machine to some pictures which are located here titled: output_a______mat, then I want to match a new_feature_vector with the feature.mat
but the outbut has only 10% accurcy.
can you advise?
note:
1- run the pngoutput.m
2-run the imProc.m
3-run the grayEdge.m
4-run the colorProc.m
5-run the Datapreparation.m
6-run the labels.m
7-run the classification.m

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