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2018 | OriginalPaper | Buchkapitel

Initialize Globally Before Acting Locally: Enabling Landmark-Free 3D US to MRI Registration

verfasst von : Julia Rackerseder, Maximilian Baust, Rüdiger Göbl, Nassir Navab, Christoph Hennersperger

Erschienen in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018

Verlag: Springer International Publishing

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Abstract

Registration of partial-view 3D US volumes with MRI data is influenced by initialization. The standard of practice is using extrinsic or intrinsic landmarks, which can be very tedious to obtain. To overcome the limitations of registration initialization, we present a novel approach that is based on Euclidean distance maps derived from easily obtainable coarse segmentations. We evaluate our approach on a publicly available brain tumor dataset (RESECT) and show that it is robust regarding minimal to no overlap of target area and varying initial position. We demonstrate that our method provides initializations that greatly increase the capture range of state-of-the-art nonlinear registration algorithms.

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Fußnoten
1
In case of \(p=1\) a differentiable relaxation can be found.
 
Literatur
1.
Zurück zum Zitat Viergever, M.A., Maintz, J.A., Klein, S., Murphy, K., Staring, M., Pluim, J.P.: A survey of medical image registration–under review. Med. Image Anal. 33, 140–144 (2016)CrossRef Viergever, M.A., Maintz, J.A., Klein, S., Murphy, K., Staring, M., Pluim, J.P.: A survey of medical image registration–under review. Med. Image Anal. 33, 140–144 (2016)CrossRef
2.
Zurück zum Zitat Fuerst, B., Wein, W., Müller, M., Navab, N.: Automatic ultrasound-MRI registration for neurosurgery using the 2D and 3D LC2 metric. Med. Image Anal. 18(8), 1312–1319 (2014)CrossRef Fuerst, B., Wein, W., Müller, M., Navab, N.: Automatic ultrasound-MRI registration for neurosurgery using the 2D and 3D LC2 metric. Med. Image Anal. 18(8), 1312–1319 (2014)CrossRef
3.
Zurück zum Zitat Xiao, Y., Fortin, M., Unsgård, G., Rivaz, H., Reinertsen, I.: Retrospective evaluation of cerebral tumors (RESECT): a clinical database of pre-operative MRI and intra-operative ultrasound in low-grade glioma surgeries. Med. Phys. 44, 3875–3882 (2017)CrossRef Xiao, Y., Fortin, M., Unsgård, G., Rivaz, H., Reinertsen, I.: Retrospective evaluation of cerebral tumors (RESECT): a clinical database of pre-operative MRI and intra-operative ultrasound in low-grade glioma surgeries. Med. Phys. 44, 3875–3882 (2017)CrossRef
4.
Zurück zum Zitat Rodriguez, A., Guillén, J.J., López, M.J., Vassena, R., Coll, O., Vernaeve, V.: Learning curves in 3-dimensional sonographic follicle monitoring during controlled ovarian stimulation. J. Ultrasound Med. 33(4), 649–655 (2014)CrossRef Rodriguez, A., Guillén, J.J., López, M.J., Vassena, R., Coll, O., Vernaeve, V.: Learning curves in 3-dimensional sonographic follicle monitoring during controlled ovarian stimulation. J. Ultrasound Med. 33(4), 649–655 (2014)CrossRef
5.
Zurück zum Zitat Coupé, P., Hellier, P., Morandi, X., Barillot, C.: 3D rigid registration of intraoperative ultrasound and preoperative MR brain images based on hyperechogenic structures. J. Biomed. Imaging 2012, 1 (2012)CrossRef Coupé, P., Hellier, P., Morandi, X., Barillot, C.: 3D rigid registration of intraoperative ultrasound and preoperative MR brain images based on hyperechogenic structures. J. Biomed. Imaging 2012, 1 (2012)CrossRef
6.
Zurück zum Zitat Mabee, M., Dulai, S., Thompson, R.B., Jaremko, J.L.: Reproducibility of acetabular landmarks and a standardized coordinate system obtained from 3D hip ultrasound. Ultrason. Imaging 37(4), 267–276 (2015)CrossRef Mabee, M., Dulai, S., Thompson, R.B., Jaremko, J.L.: Reproducibility of acetabular landmarks and a standardized coordinate system obtained from 3D hip ultrasound. Ultrason. Imaging 37(4), 267–276 (2015)CrossRef
7.
Zurück zum Zitat Fedorov, A., et al.: Open-source image registration for MRI–TRUS fusion-guided prostate interventions. Int. J. Comput. Assist. Radiol. Surg. 10(6), 925–934 (2015)CrossRef Fedorov, A., et al.: Open-source image registration for MRI–TRUS fusion-guided prostate interventions. Int. J. Comput. Assist. Radiol. Surg. 10(6), 925–934 (2015)CrossRef
8.
Zurück zum Zitat Itti, L., Chang, L., Mangin, J.F., Darcourt, J., Ernst, T.: Robust multimodality registration for brain mapping. Hum. Brain Mapp. 5(1), 3–17 (1997)CrossRef Itti, L., Chang, L., Mangin, J.F., Darcourt, J., Ernst, T.: Robust multimodality registration for brain mapping. Hum. Brain Mapp. 5(1), 3–17 (1997)CrossRef
10.
Zurück zum Zitat Fedorov, A., et al.: 3D slicer as an image computing platform for the quantitative imaging network. Magn. Reson. Imaging 30(9), 1323–1341 (2012)CrossRef Fedorov, A., et al.: 3D slicer as an image computing platform for the quantitative imaging network. Magn. Reson. Imaging 30(9), 1323–1341 (2012)CrossRef
11.
Zurück zum Zitat Fischl, B., et al.: Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain. Neuron 33(3), 341–355 (2002)CrossRef Fischl, B., et al.: Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain. Neuron 33(3), 341–355 (2002)CrossRef
12.
Zurück zum Zitat Grady, L.: Random walks for image segmentation. IEEE Trans. Pattern Anal. Mach. Intell. 28(11), 1768–1783 (2006)CrossRef Grady, L.: Random walks for image segmentation. IEEE Trans. Pattern Anal. Mach. Intell. 28(11), 1768–1783 (2006)CrossRef
13.
Zurück zum Zitat Fitzpatrick, J.M., West, J.B., Maurer, C.R.: Predicting error in rigid-body point-based registration. IEEE Trans. Med. Imaging 17(5), 694–702 (1998)CrossRef Fitzpatrick, J.M., West, J.B., Maurer, C.R.: Predicting error in rigid-body point-based registration. IEEE Trans. Med. Imaging 17(5), 694–702 (1998)CrossRef
14.
Zurück zum Zitat Park, A., Nam, D., Friedman, M.V., Duncan, S.T., Hillen, T.J., Barrack, R.L.: Inter-observer precision and physiologic variability of MRI landmarks used to determine rotational alignment in conventional and patient-specific TKA. J. Arthroplast. 30(2), 290–295 (2015)CrossRef Park, A., Nam, D., Friedman, M.V., Duncan, S.T., Hillen, T.J., Barrack, R.L.: Inter-observer precision and physiologic variability of MRI landmarks used to determine rotational alignment in conventional and patient-specific TKA. J. Arthroplast. 30(2), 290–295 (2015)CrossRef
Metadaten
Titel
Initialize Globally Before Acting Locally: Enabling Landmark-Free 3D US to MRI Registration
verfasst von
Julia Rackerseder
Maximilian Baust
Rüdiger Göbl
Nassir Navab
Christoph Hennersperger
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-030-00928-1_93