Title :
Demons registration with local affine adaptive regularization: application to registration of abdominal structures
Author :
Freiman, Moti ; Voss, Stephan D. ; Warfield, Simon K.
Author_Institution :
Med. Sch., Children´´s Hosp., Comput. Radiol. Lab., Harvard Univ., Boston, MA, USA
fDate :
March 30 2011-April 2 2011
Abstract :
We present a local affine-based adaptive regularization approach as an alternative to the homogeneous regularization used in Thirion´s demons non-rigid registration algorithm, which does not preserve the deformation field discontinuities related to the independent motion of different organs, as typically occurs during CT and MR imaging of the abdomen and pelvis. By contrast, our method fits local affine transformation to each voxel; identifies the discontinuities between the locally fitted affine transformations; and adaptively smooths the deformation field, while preserving its local affine discontinuities. Experimental results on both synthetic and real CT images demonstrate that our method at once yields a smoother deformation field and preserves registration accuracy.
Keywords :
computerised tomography; image registration; medical image processing; CT imaging; MR imaging; Thirion´s demons nonrigid registration; abdominal structure registration; deformation field discontinuity; local affine adaptive regularization; pelvis; Accuracy; Biomedical imaging; Computed tomography; Image segmentation; Kidney; Pelvis; Smoothing methods; Adaptive regularization; Demons nonrigid registration; Locally affine registration;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872621