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There is nothing wrong with the algorithm or with the code , but i think if you want some good results on specific thing you better need to train it surf with svm , SVM approach with SURF and BOW will lead you towards good results

There is nothing wrong with the algorithm or with the code , but i think if you want some good results on specific thing you better need to train it surf with svm , SVM approach with SURF and BOW will lead you towards good results

You can visit svm with images algorithm from here

and SVM with SURF from here