We present here a brief description of the evaluation's procedures used in the work. Clearly, we can distinguish between two main trends: methods to evaluate the performance of a classifier (used in the evaluation of breast tissue classification and in the evaluation of the false positive reduction) and methods to evaluate the performance of the detection (the final goal of the Thesis).