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How to Iterate Towards an Algorithm That Works
The algorithms do not have explicit constraints between images that should look alike. The only way you really figure out what is happening is to spend a lot of time and just kind of intuit what the network is trying to do. And by the way, this is one of the reasons why I really like algorithmic development in computer vision because you can see the result. So you know if you're doing something wrong.