Symmetry prior for epipolar consistency

被引:7
|
作者
Preuhs, Alexander [1 ]
Maier, Andreas [1 ]
Manhart, Michael [2 ]
Kowarschik, Markus [2 ]
Hoppe, Elisabeth [1 ]
Fotouhi, Javad [3 ]
Navab, Nassir [3 ]
Unberath, Mathias [3 ]
机构
[1] Friedrich Alexander Univ Erlangen Nurnberg, Pattern Recognit Lab, Erlangen, Germany
[2] Siemens Healthcare GmbH, Forchheim, Germany
[3] Johns Hopkins Univ, Dept Comp Sci, Baltimore, MD 21218 USA
关键词
Symmetry; Consistency conditions; Cone-beam CT; Motion compensation; Data completeness; Tomographic reconstruction; CONE-BEAM CT; MOTION;
D O I
10.1007/s11548-019-02027-8
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Purpose For a perfectly plane symmetric object, we can find two views-mirrored at the plane of symmetry-that will yield the exact same image of that object. In consequence, having one image of a plane symmetric object and a calibrated camera, we automatically have a second, virtual image of that object if the 3-D location of the symmetry plane is known. Methods We propose a method for estimating the symmetry plane from a set of projection images as the solution of a consistency maximization based on epipolar consistency. With the known symmetry plane, we can exploit symmetry to estimate in-plane motion by introducing the X-trajectory that can be acquired with a conventional short-scan trajectory by simply tilting the acquisition plane relative to the plane of symmetry. Results We inspect the symmetry plane estimation on a real scan of an anthropomorphic human head phantom and show the robustness using a synthetic dataset. Further, we demonstrate the advantage of the proposed method for estimating in-plane motion using the acquired projection data. Conclusion Symmetry breakers in the human body are widely used for the detection of tumors or strokes. We provide a fast estimation of the symmetry plane, robust to outliers, by computing it directly from a set of projections. Further, by coupling the symmetry prior with epipolar consistency, we overcome inherent limitations in the estimation of in-plane motion.
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页码:1541 / 1551
页数:11
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