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Color histogram for object recognition

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Hello, I would like to recognise fruit using color histogram, and svm. But whatever i am doing, the result of the SVM is false. Does someone can give me link to use color histogram for object recognition please or just give some clues? Actually, i am dividing an image into 12*12 blocks, and then extract rgb color histogram from it. I use this result for my SVM.

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