Using Frankenstein's Creature Paradigm to Build a Patient Specific Atlas - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Communication Dans Un Congrès Année : 2009

Using Frankenstein's Creature Paradigm to Build a Patient Specific Atlas

Résumé

Conformalradiotherapyplanningneedsaccuratedelineations of the critical structures. Atlas-based segmentation has been shown to be very efficient to delineate brain structures. It would therefore be very interesting to develop an atlas for the head and neck region where 7 % of the cancers arise. However, the construction of an atlas in this region is very difficult due to the high variability of the anatomies. This can generate segmentation errors and over-segmented structures in the atlas. To overcome this drawback, we present an alternative method to build a template locally adapted to the patient's anatomy. This is done first by selecting in a database the images that are the most similar to the patient on predefined regions of interest, using on a distance between transfor- mations. The first major contribution is that we do not compute every patient-to-image registration to find the most similar image, but only the registration of the patient towards an average image. This method is therefore computationally very efficient. The second major contribution is a novel method to use the selected images and the predefined regions to build a "Frankenstein's creature" for segmentation. We present a qual- itative and quantitative comparison between the proposed method and a classical atlas-based segmentation method. This evaluation is performed on a subset of 58 patients among a database of 105 head and neck CT images and shows a great improvement of the specificity of the results.
Fichier principal
Vignette du fichier
CommowickMiccai2009.pdf (2.29 Mo) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

inria-00616133 , version 1 (16-07-2013)

Identifiants

Citer

Olivier Commowick, Simon K. K. Warfield, Grégoire Malandain. Using Frankenstein's Creature Paradigm to Build a Patient Specific Atlas. Medical Image Computing and Computer-Assisted Intervention (MICCAI'09), Part II, 2009, London, UK, United States. pp.993--1000, ⟨10.1007/978-3-642-04271-3_120⟩. ⟨inria-00616133⟩
123 Consultations
153 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More