1. An apparatus for semi-automatic classification of volume data, comprising: a histogram module that generates two-dimensional histograms of the data; a gradient estimator that computes gradients for the data; a module that computes average and median edge values based on the computed gradients; and a threshold module that applies a threshold setting to the average and median edge values.