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Deriving a reference segmentation from multiple raters using the STAPLE algorithm: (top row) manual segmentations performed by three radiologists; (bottom row) two additional segmentations derived from the expert segmentations to illustrate the effects of over-segmentation and segmentation with outliers. Last image is the derived reference segmentation obtained by the STAPLE algorithm.
