For training data you should possibly go to the field with GPS tools and collect ground truth data plus the XY coordinates each sample point.In addition if available you may use aerial photograph or topo maps,Google Earth as supplemental to the ground truth information. Then encode the GT data with their respective XY coordinate to be able to analyse confusion matrix of Classified image and Ground truth data.
For Accuracy assessment of classified image, here is a nice piece of paper: