This document describes a method for accurately evaluating HER-2 amplification in fluorescence in situ hybridization (FISH) images. The method involves extracting nuclei from FISH images, assigning each nucleus a reliability score based on shape and size compliance with a template model, and computing the ratio of HER-2 to CEP-17 markers only using the most reliable nuclei. The method was tested on a dataset of 40 FISH images classified by experts into categories of HER-2 amplification. Using a training set to determine an optimal reliability score threshold maximized classification accuracy evaluated on a test set.