security question: how do you handle Computer Vision?

[rosiepilo]

There are several ways to approach Computer Vision, so I wanted to compare experiences.

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

What would you tell someone trying this for the first time?