Some Machine Learning Problems that We in the Computer Vision Community Would Like to See Solved

From a user's perspective, I'll describe what solutions I'd like to see regarding the learning of large scale graphical models. Also, at a recent vision workshop, I asked (one by one) numerous leading researchers in computer vision what results they would like to see from computer scientists/machine learning folks. I'll present those responses.