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23 February 2010Multi-slice to volume registration of ultrasound data to a statistical
atlas of human pelvis
Identifying the proper orientation of the pelvis is a critical step in accurate placement of the femur prosthesis in the
acetabulum in Total Hip Replacement (THR) surgeries. The general approach to localize the orientation of the pelvis
coordinate system is to use X-ray fluoroscopy to guide the procedure. An alternative can be employing intra-operative
ultrasound (US) imaging with pre-operative CT scan or fluoroscopy imaging. In this paper, we propose to replace the
need of pre-operative imaging by using a statistical shape model of the pelvis, constructed from several CT images. We
then propose an automatic deformable intensity-based registration of the anatomical atlas to a sparse set of 2D
ultrasound images of the pelvis in order to localize its anatomical coordinate system. In this registration technique, we
first extract a set of 2D slices from a single instance of the pelvic atlas. Each individual 2D slice is generated based on
the location of a corresponding 2D ultrasound image. Next, we create simulated ultrasound images out of the 2D atlas
slices and calculate a similarity metric between the simulated images and the actual ultrasound images. The similarity
metric guides an optimizer to generate an instance of the atlas that best matches the ultrasound data. We demonstrated
the feasibility of our proposed approach on two male human cadaver data. The registration was able to localize a
patient-specific pelvic coordinate system with origin translation error of 2 mm and 3.45 mm, and average axes rotation
error of 3.5 degrees and 3.9 degrees for the two cadavers, respectively.
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Sahar Ghanavati, Parvin Mousavi, Gabor Fichtinger, Pezhman Foroughi, Purang Abolmaesumi, "Multi-slice to volume registration of ultrasound data to a statistical atlas of human pelvis," Proc. SPIE 7625, Medical Imaging 2010: Visualization, Image-Guided Procedures, and Modeling, 76250O (23 February 2010); https://doi.org/10.1117/12.844080