I want to recognize Vehicles(Cars, Bikes etc.) from a static image. I was thinking of using SURF to get me useful keypoints and descrip
My suggestion is to observe BOW instead of neural network. See here an example of using SURF with Bag Of Words model for object classification (first part,second part). To improve classification performance you could to try to replace Naive Bayes Classifier with SVM. Also, author provided good source code example. I think it's a good point to start.