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Classifying OpenCV Mat objects with Caffe

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Once I have trained my Caffe model (and have the pretrained.caffemodel file), how do I integrate this into a C++ program to make predictions? I'm using OpenCV to extract grayscale images (Mat datatype) and am trying to determine how I can get the Mat into a format that Caffe can work with.

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