RIB UNFOLDING FROM MAGNETIC RESONANCE IMAGES
20180293727 ยท 2018-10-11
Assignee
Inventors
Cpc classification
A61B5/055
HUMAN NECESSITIES
A61B5/4538
HUMAN NECESSITIES
G06T19/00
PHYSICS
G06T3/067
PHYSICS
International classification
A61B6/00
HUMAN NECESSITIES
A61B5/055
HUMAN NECESSITIES
Abstract
In a method and an apparatus for rib unfolding in an MR image, a computer is provided with an input data file formed of volumetric MR data that represent a 3D image of the rib cage and the lungs of a subject. A view is selected wherein the ribs in the rib cage are in approximated as curves, such as a transverse slice through the 3D image, or an oblique view of the 3D image. The lungs in the selected view are used in order to define a first smooth curved surface representation that is inside of the rib cage. Further ellipses are selectively defined starting from the first ellipse and moving outwardly from the first smooth curved surface representation that respectively proceed through rib pairs in the rib cage in the selected image. These further smooth curved surface representations are then used to unfold the 3D image, by cutting and straightening these further smooth curved surface representations, thereby obtaining an unfolded 3D image, which is then displayed at a display.
Claims
1. A method for rib unfolding from a magnetic resonance (MR) image, comprising: providing a computer with an input data file comprising volumetric MR data representing a 3D image of the rib cage and lungs of a subject; in said computer, selecting a view through said 3D image; in said computer, using said lungs in said 3D image to define a first smooth curved surface representation that is inside of said rib cage; in said computer, successively defining further smooth curved surface representations, starting from and moving outwardly from said first smooth curved surface representation, that each proceed through at least one pair of ribs in said rib cage; in said computer, unfolding said 3D image by cutting and straightening said further smooth curved surface representations, to obtain an unfolded MR image; and at a display in communication with said computer, displaying said unfolded MR image.
2. A method as claimed in claim 1 comprising identifying said lungs in said selected view by executing a lung segmentation algorithm in said computer.
3. A method as claimed in claim 2 comprising generating a segmentation mask in said segmentation algorithm, and generating a mesh of a surface of the lungs, and defining said further smooth curved surface representations by predicting said further smooth curved surface representations in said computer using said lung surface.
4. A method as claimed in claim 3 comprising generating said mesh of said lung surface using an algorithm selected from the group consisting of marching cubes and marching tetrahedra.
5. A method as claimed in claim 1 comprising identifying said lungs in said selected view by displaying said selected view at a user interface and receiving a designation of said lungs into said computer by manual interaction with said user interface that designates said lungs in said displayed selected view.
6. A method as claimed in claim 1 comprising, in said computer, defining each of said first smooth curved surface representation and said further smooth curved surface representations as a surface defined by an ellipse.
7. A method as claimed in claim 1 comprising, in said computer, defining each of said first smooth curved surface representation and said further smooth curved surface representations as a surface defined by an B-spline.
8. A method as claimed in claim 1 comprising, in said computer, defining each of said first smooth curved surface representation and said further smooth curved surface representations as a surface defined by a 3D Bezier curve.
9. An apparatus for rib unfolding from a magnetic resonance (MR) image, comprising: a source of volumetric MR data representing a 3D image of the rib cage and lungs of a subject; a computer provided with an input data file comprising said volumetric MR data; said computer being configured to select a view through said 3D image; said computer being configured to use said lungs in said 3D image to define a first smooth curved surface representation that is inside of said rib cage; said computer being configured to successively define further smooth curved surface representations, starting from and moving outwardly from said first smooth curved surface representation, that each proceed through at least one pair of ribs in said rib cage; said computer being configured to unfold said 3D image by cutting and straightening said further smooth curved surface representations, to obtain an unfolded MR image; and a display in communication with said computer, said computer being configured to display said unfolded MR image at said display.
10. An apparatus as claimed in claim 9 wherein said computer is configured to identify said lungs in said selected view by executing a lung segmentation algorithm in said computer.
11. An apparatus as claimed in claim 10 wherein said computer is configured to generate a segmentation mask in said segmentation algorithm, and generating a mesh of a surface of the lungs, and defining said further smooth curved surface representations by predicting said further ellipses in said computer using said lung surface.
12. An apparatus as claimed in claim 11 wherein said computer is configured to generate said mesh of said lung surface using an algorithm selected from the group consisting of marching cubes and marching tetrahedra.
13. An apparatus as claimed in claim 9 wherein said computer is configured to identify said lungs in said selected view by displaying said selected view at a user interface at said display and to receive a designation of said lungs into said computer by manual interaction with said user interface that designates said lungs in said displayed selected view.
14. An apparatus as claimed in claim 9 wherein said computer is configured to define each of said first smooth curved surface representation and said further smooth curved surface representations as a surface defined by an ellipse.
15. An apparatus as claimed in claim 9 wherein said computer is configured to define each of said first smooth curved surface representation and said further smooth curved surface representations as a surface defined by an B-spline.
16. An apparatus as claimed in claim 9 wherein said computer is configured to define each of said first smooth curved surface representation and said further smooth curved surface representations as a surface defined by a 3D Bezier curve.
17. A non-transitory, computer-readable data storage medium encoded with programming instructions, said storage medium being loaded into a computer and said programming instructions causing said computer to: receive a computer with an input data file comprising volumetric magnetic resonance data representing a 3D image of the rib cage and lungs of a subject; select a view through said 3D image; use said lungs in said 3D image to define a first smooth curved surface representation that is inside of said rib cage; successively define further smooth curved surface representations, starting from and moving outwardly from said first smooth curved surface representation, that each proceed through at least one pair of ribs in said rib cage; unfold said 3D image by cutting and straightening said further smooth curved surface representations, to obtain an unfolded MR image; and at a display in communication with said computer, display said unfolded MR image.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
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DESCRIPTION OF THE PREFERRED EMBODIMENTS
[0020]
[0021]
[0022]
[0023] Using the lungs as a reference, a first smooth curved surface representation, in this embodiment indicated by the innermost ellipse with the open circles, is defined in a computer using the image shown in
[0024] Starting from this innermost ellipse, further ellipses are defined that are concentric with the innermost ellipse, but that progressively proceed outwardly from the lungs, toward the rib cage.
[0025] Since the individual ribs exhibit different curvatures, the successively defined concentric ellipses will approximate the curvature of different ones, or different groups, of the ribs. In the example shown in
[0026] Although this embodiment has been described using ellipses, any smoothed curved surface can be used, such as surface defined by a B-spline or a 3D Bezier curve.
[0027] The result of the inventive procedure is shown in
[0028] A flowchart that shows the basic steps of the method in accordance with the invention is shown in
[0029] In a second step S2, the computer selects a view through the 3D image, in which the rib cage and the lungs are visible. If it is desired to show only the lungs (and not other internal organs) in this view, these lungs can be segmented using known techniques, such as active contours, graph cuts, etc. One known procedure for lung segmentation is described in the article by Ray et al., Merging Parametric Active Contours Within Homogeneous Image Regions for MRI-Based Lung Segmentation, IEEE Trans. on Medical Imaging, Vol. 22, No. 2, pages 189-198 (2003).
[0030] This can be followed by generating a mesh of the lung surface from the segmentation mask, such as by using the known techniques of marching cubes or marching tetrahedra. The basic marching cube or marching square technique is described in U.S. Pat. No. 4,710,876.
[0031] The segmentation and generation of a suitable representation of the lung in the image that is used in accordance with the present invention can also be implemented manually or semi-automatically, by displaying the selected view and with a physician or technician interacting with an interface, such as a touch screen, to outline the lungs in the displayed image.
[0032] In step S3, once the lungs have been suitably designated in the image, the shape of the rib cage is predicted using the lung surfaces by fitting a smooth curved surface representation (which in turn defines a corresponding curved cylinder in the 3D data set) that best approximates the outline or shape of the lungs in the selected image. Using the lung-based smooth curved surface representation as a first smooth curved surface representation, further smooth curved surface representations (ellipse cylinders) are fitted to the rib cage, by proceeding outwardly from the lung-based smooth curved surface representation. This can be done automatically by pattern recognition that identifies when an ellipse proceeds through a number of image points that represent a pair of ribs in the rib cage that exceeds a predetermined threshold, for example. Since the pairs of ribs in the rib cage will exhibit respectively different curvatures, more than one such smooth curved surface representation may be identified, as illustrated in the example shown in
[0033] In step S4, once the one or more rib-based ellipses have been identified, the MR volume can be re-sampled based on cylinders associated therewith, by cutting and straightening the smooth curved surface representations, so that an image of the type shown in
[0034]
[0035] The computer 4 is in communication with a source 6 of an MR torso image. The source 6 may be an MR apparatus that includes an MR data acquisition scanner for acquiring such an image, or the source 6 may be a database in which a previously-acquired image has been entered and stored.
[0036] The computer 4 is provided with a non-transitory, computer readable data storage medium that is included with programming instructions that configure the computer 4 in order to perform the method according to the invention.
[0037] Although modifications and changes may be suggested by those skilled in the art, it is the intention of the Applicant to embody within the patent warranted hereon all changes and modifications as reasonably and properly come within the scope of the Applicant's contribution to the art.