All,
I’ve written a blog post on how to perform efficient output generation for large images using Caffe using on the net surgery example as a starting point:
http://www.andrewjanowczyk.com/efficient-pixel-wise-deep-learning-on-large-images/
Its based off of a digital pathology application, but should be universally applicable, regardless of network architecture or application.
Cheers,
Andrew