What is important when creating an IBM Watson Visual Recognition classifier?

Make sure training images are very high resolution 

Provide an approximately equal number of both positive and negative examples of pictures to train with 

Ensure use of only PNG formatted images

Collect training images for the same classification that are very similar to each other