1. A method for automated digital image analysis of cells, comprising: collecting a set of digital training images including a set of states for the set digital training images; defining an objective function used to measure a relative quality of a plurality of different parameter sets for the collected set of digital training images; and determining values for the plurality of different sets of parameters that maximize or minimize the objective function.