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Support Vector MAchine

I am new to SVM. I studied about using SVM from documentaion. and for working with images i refered "using OpenCV and SVM with images".

In documentation i understand the operation of SVM using coding. In "Using OpenCV and SVM with images" working with various image is discussed.

My application is to classify the feature extracted from my image with the image stored in memory. I use basic operations to get my ROI and calculated Hu-moments. is it possible to use SVM for my application as classifier?