(Machine) learning of algorithm parameters

[stefanv]

Many algorithms in image processing are applied heuristically, with parameters estimated either by guessing or by rules of thumb. I'd like to discuss approaches for learning these parameters in a more intelligent way, or for designing parameter-free algorithms.