classifier in CNN for signature verification

Hello professionals, I am stuck in a project of signature verification using CNN. Please help. Here I am briefing out the problem: I have trained CNN(with 7 layers-1 input layer,2 convolution layers, 2 pooling layers, 2 fully connected layers ). I trained the network with 25 saamples of signatures(5 samples of each user). and got the feaures extracted from these, stored in a variable cnn.a (10*25). Used 1 test image. got the features extracted(10*1) from it using trained cnn.
I am not getting the solution for classification. how i can continue further to classify signature as to which user it belongs to?
Please help me. I am very much in need of it.

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