Regional appearance modeling based on the clustering of intensity profiles

► Regional clustering with no requirement for accurate pointwise registration. ► Propose multimodal assignment: each vertex may have several appearance modes. ► First use of spectral clustering on intensity profiles with selection of number of classes. ► New boosted clustering method with localization criterion to optimize segmentation. ► Comparison with PCA-based appearance prior on a database of 35 liver CT data.