A quality criteria obtained from the max and mean values of the Hausdorff distance is a good way to validate the decomposition of our 3D model.
In general terms we only need to focus in calculating the distance from our 3D model to the merged model. That is, our sample model is the original model and the target model is the decomposed one (the merge of all the pieces obtained). This is because our original model is normally more dense.
