I ran out of memory (11G VRAM) while testing my CNN with 10 test images. I'm using the U-Net architecture, 20 training images each (1600x1200x1), 48x48 patches (190000 sub images) and batch size of 32 (recommended). So right now I'm testing my network 5 times eatch 2 images. After that I want to evaluate my network using one ROC curve.
So here are my questions: Can I evaluate my network, if I split the testing? If yes, how can I manage it? If not, what do I have to change in my config so that the memory doesn't run out?
btw I'm a beginner in NN and I'm sorry for my bad english!