Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on - Implicit planar and in-plane deformable mapping in medical images through high order graphs
Congress
Authorship:
FERRANTE, ENZODate:
2015Publishing House and Editing Place:
IEEEISSN:
978-1-4799-2374-8Summary *
In this paper we propose a novel method based on discrete optimization of high order graphs, to perform deformable slice-to-volume registration of 2D images and 3D volumes. To this end, a 2D grid superimposed to the image is considered with control points deforming in 3D and their deformations corresponding to the label space. Geometrical consistency (unique plane selection) and deformation smoothness (in-plane deformations) as well as image similarity (visual matching) are encoded in different third order cliques. The proposed formulation is optimized through its mapping to a factor graph using conventional graph optimization methods. A dataset composed of 2D slices and 3D MRI volumes of the heart was used to evaluate its accuracy leading to very promising results. Information provided by the agent in SIGEVAKey Words
HIGH ORDER GRAPHSSLICE-TO-VOLUME REGISTRATION