How do you improve testing when working with Computer Vision?

[holly_3zom]

I have a question about Computer Vision that may be useful for other people working with it too.

I am particularly interested in testing and performance. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What has worked best for you, and what would you avoid?