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I found out the issue, since I was testing whether it is correct to pass feature vectors into the SVM in order to train it, I didn't bother to prepare both negative and positive samples.

Yet, CvSVM requires at least 2 different classes for training, that's why the error it threw.

Thanks a lot anyway !