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Alright well I fixed this by converting my input and output data from Mat to CvMat. It seems I have to do this for all of the neural network functions. Does anyone know if the C++ interface for neural networks is supposed to be working and if it is what might i be doing wrong? It looks messy having to go back and forth from Mat to CvMat.