The present disclosure relates in general to the field of roentgenography, and more specifically, to creating three-dimensional (3-D) models of objects in space based on two-dimensional (2-D) roentgenograms.
Modeling an object in 3-D space has a number of useful applications. A 3-D model of objects may allow one to more easily visualize and analyze orientations of the objects relative to each other. This aspect of modeling is particularly useful in orthopedics, or more specifically, in analyzing bone deformities. Computed tomography (CT) is one conventional technique that has been used in the field of orthopedics to generate 3-D representation of human tissues. Another conventional technique involves visualizing and analyzing bone deformities with the aid of 2-D roentgenograms. First, radiographic images of deformed bone segments are obtained in orthogonal views. Subsequently, the deformities can be analyzed by creating 2-D linear representations of the imaged bone segments and projecting such linear representations in the plane of the deformity. Alternatively, the outlines of the deformed bone segments in the 2-D roentgenograms may be manually determined and extrapolated to build a 3-D model of the deformed bone segments.
The present disclosure provides a method of creating a 3-D model of a body part, the body part being coupled to an object, the object comprising a plurality of markers at predetermined distances along the object. In an embodiment, the method comprises: 1) receiving a first roentgenogram of the body part and the object disposed between an x-ray source and an x-ray imager, wherein the first roentgenogram includes an image of the body part, the object, and the plurality of markers; 2) receiving a second roentgenogram of the body part and the object disposed between the x-ray source and the x-ray imager, wherein the second roentgenogram includes an image of the body part, the object, and the plurality of markers; 3) determining a first set of distances between projections of the plurality of markers on the first roentgenogram; 4) determining a first 3-D position of the x-ray source and a first 3-D position of the object with respect to the x-ray imager using the predetermined distances between the plurality of markers and the first set of distances between the projections of the plurality of markers on the first roentgenogram; 4) determining a second set of distances between projections of the plurality of markers on the second roentgenogram; 5) determining a second 3-D position of the x-ray source and a second 3-D position of the object with respect to the x-ray imager using the predetermined distances between the plurality of markers and the second set of distances between the projections of the plurality of markers on the second roentgenogram; and 6) aligning the first and second 3-D object projections in a 3-D reference frame using the 3-D positions of the plurality of markers with respect to the x-ray imager in the first and second orientations; and 7) creating a 3-D model of the imaged object in the 3-D reference frame based on the first and second 3-D object projections. In an embodiment, the plurality of markers comprises a plurality of joints where a plurality of struts are connected to at least one ring. In an embodiment, the object is an orthopedic fixator. In an embodiment, the plurality of markers comprises five markers and 3-D positions of the x-ray source and of the object are determined by mathematical relationships. In other embodiments, the plurality of markers comprises four markers and 3-D positions of the x-ray source and of the object are determined by mathematical relationships. Another embodiment provides a method of creating a 3-D model of an object, the object being coupled to an object, the object comprising a plurality of struts with predetermined lengths that are each connected to at least two fixation members with predetermined dimensions, the method comprising: 1) receiving a first roentgenogram of the object disposed between an x-ray source and an x-ray imager, wherein the first roentgenogram includes an image of the object and the plurality of struts with predetermined lengths that are each connected to the at least two fixation members at two connection points, wherein the distances between the two connection points are predetermined; 2) receiving a second roentgenogram of the object disposed between the x-ray source and the x-ray imager, wherein the second roentgenogram includes an image of the object and the plurality of struts with predetermined lengths that are each connected to the at least two fixation members at two connection points, wherein the distances between the two connection points are predetermined; 3) determining a first set of projections of longitudinal axes of the plurality of struts on the first roentgenogram; 4) determining a first 3-D position of the x-ray source and a first 3-D position of the object with respect to the x-ray imager using the predetermined distances between the connection points of the plurality of struts and the first set of the projections of the longitudinal axes of the plurality of struts on the first roentgenogram; 5) determining a second set of projections of longitudinal axes of the plurality of struts on the second roentgenogram; 6) determining a second 3-D position of the x-ray source and a second 3-D position of the object with respect to the x-ray imager using the predetermined distances between the connection points of the plurality of struts and the second set of the projections of the longitudinal axes of the plurality of struts on the second roentgenogram; 7) aligning the first and second 3-D object projections in a 3-D reference frame using the 3-D positions of the plurality of struts with respect to the x-ray imager in the first and second orientations; and 8) creating a 3-D model of the imaged object in the 3-D reference frame based on the first and second 3-D object projections. In an embodiment, the object is an orthopedic fixator. In an embodiment, the plurality of struts comprises five struts and the 3-D positions of the x-ray source and of the object are determined by mathematical relationships. In other embodiments, the plurality of struts comprises four struts and the 3-D positions of the x-ray source and of the object are determined by mathematical relationships.
In an embodiment, the method comprises identifying a first body part outline of the imaged body part in the first roentgenogram, identifying a second body part outline of the imaged body part in the second roentgenogram, preparing a first 3-D body part projection from the first body part outline to the first 3-D position of the x-ray source, preparing a second 3-D body part projection from the second body part outline to the second 3-D position of the x-ray source, and creating a 3-D model of the imaged body part in the 3-D reference frame based on the first and second body part projections. In another embodiment, the method further comprises identifying a tilt axis in the 3-D reference frame, wherein the tilt axis passes between a first 3-D position in the 3-D reference frame that corresponds to the first position of the x-ray source in the first orientation and a second 3-D position in the 3-D reference frame that corresponds to the second position of the x-ray source in the second orientation, identifying one or more intersection planes passing through the tilt axis and through the first and second 3-D projections of the imaged body part in the 3-D reference frame, for each of the one or more intersection planes, performing the following steps, a) through c): a) identifying one or more intersection points between the first and second 3-D body part projections, and said intersection plane in the 3-D reference frame; b) preparing one or more polygons connecting the intersection points in said intersection plane; c) preparing one or more closed curves within the each of the one or more polygons, wherein the one or more closed curves corresponds to a cross-sectional view of the imaged body part in said intersection plane, and preparing a surface in the 3-D reference frame that connects each of the closed curves to form a 3-D model of the imaged body part.
For a more complete understanding of the present disclosure and its advantages, reference is now made to the following description taken in conjunction with the accompanying drawings, in which like reference numbers indicate like features, and:
Conventional techniques for generating 3-D models have many shortcomings. A CT scan generates a set of cross-sectional images that can be combined to produce a 3-D representation of human tissues. The use of CT scans in orthopedic applications, however, may not be practical due to several limitations. During a CT scan, the patient is subject to a relatively large amount of radiation, and repeated use of CT scan can expose the patient to excessive radiation and present health risks. Furthermore, a CT scan is relatively expensive, and is not suitable to image metals, which can cause undesirable distortions. Moreover, the patient is required to remain still during the CT scan, and anesthesia may be required if the patent is a young child. The use of anesthesia, however, increases the cost of treatment and may present additional health risks.
Another conventional technique involves manually determining the outlines of the deformed bone segments in 2-D roentgenograms and extrapolating the 2-D outlines to build a 3-D model of the deformed bone segments. A variety of factors, however, can adversely affect the accuracy of the models created using such a technique. First, projecting linear representations of deformed bone segments do not account for the girth of the bone segments in 3-D space and may cause a physician to prescribe treatments that do not sufficiently correct the bone deformities. Moreover, models created by conventional techniques are based on the assumption that roentgenograms were taken at orthogonal positions, and the accuracy of the model is adversely affected when this is not the case. Although a technician can be trained to estimate orthogonal positions for taking the roentgenograms, minor human errors are inevitable and thus render the models generated by conventional techniques inaccurate. Furthermore, due to the magnification effect of x-rays traveling from an x-ray source to an imager, the object in the roentgenograms appears larger than its actual size. To account for the magnification effect, a reference marker(s) of known dimensions has to be precisely disposed on the object proximate to the region of interest, and the known dimensions of the reference marker is used to determine and account for the magnification effect. Again, the inevitable human imprecision in the placement of the reference marker can lead to inaccuracy.
Due to the above described errors in conventional techniques, the linear and angular parameters obtained are projections rather than true parameters. Projections do not correspond to the true size or shape of objects; they are distorted relative to the true shape of the object. Such techniques are not adequate to accurately determine the coordinates of the points on a chosen object in 3-D space, and in orthopedic applications, such methods are not adequate to accurately calculate the desired distraction, compression, displacement, or other movement of tissue segments.
The present disclosure provides techniques for creating a 3-D model of an object using roentgenograms. From the present disclosure, one of ordinary skill in the art will appreciate that the techniques of the present disclosure may obviate the need to use a precisely placed marker to account for the magnification effect of x-rays. The techniques of the present disclosure also may not require roentgenograms taken at orthogonal positions and may be suitable for roentgenograms taken at various relative orientations. Furthermore, the techniques of the present disclosure may not require use of markers placed on imagers when taking roentgenograms. And the techniques of the present disclosure may also obviate the need to use markers with fiducials.
Embodiments of the present disclosure enable accurate 3-D modeling of objects based on 2-D roentgenograms. These embodiments may determine the position of body parts such as bones by using an object with a known geometry. An embodiment of the object may be an external fixator comprising fixation members, struts, and/or markers.
The present disclosure enables the 3-D modeling of a body part by using mathematical models involving the known geometry of an object, such as an external fixator, and its projections on 2-D roentgenograms to derive the positions of the x-ray source, the body parts, and the objects in space. By determining the position of the body parts in space, a physician or other medical staff members may adjust the object, such as an external fixator, for optimal immobilization of bones being treated. They may also use the known positions of the body parts of other medical purposes.
Certain embodiments employ mathematical models that use a plurality of markers to produce the 3-D modeling of objects. In an embodiment, the plurality of markers may further include fiducials. But the plurality of markers is not limited to the markers where the struts meet the fixation members or the markers with fiducials. Furthermore, the plurality of markers may comprise five markers or four markers.
Other embodiments may employ mathematical models that use a plurality of struts instead of the plurality of markers to produce the 3-D modeling of objects. In an embodiment, the plurality of struts may comprise struts that are connected to the fixation members, wherein the plurality of struts may comprise five struts or four struts.
An embodiment of the techniques disclosed herein comprises receiving first and second roentgenograms of a body part and an object disposed between an x-ray source and an imager. The body part is coupled to the object.
The present embodiment determines a first set of projections of the plurality of markers 203 as depicted on an x-ray imager 204 of the first roentgenogram and a second set of projections of the plurality of markers 203 as depicted on an x-ray imager 204 of the second roentgenogram.
Once the first and second 3-D positions of the x-ray source and of the object are determined, the technique may then align the first and second 3-D object projections in a 3-D reference frame using the 3-D positions of the plurality of markers with respect to the x-ray imager in the first and second orientations. The embodiment may then create a 3-D model of the imaged body part in the 3-D reference frame based on the first and second 3-D object projections. Another embodiment may create a 3-D model of the object 210 alone or in addition to the 3-D model of the imaged body part.
In an embodiment of the techniques disclosed herein, the plurality of markers may comprise five markers associated with an object.
The three points (x, y, z), (xi, yi, zi), and (Xi, Yi, Zi) are situated on the same line passing from the x-ray source 301, to the marker 303, and then to the imager 304. The equation for this line may thus be expressed as:
Here, i is a number that goes from 0 through 4.
This equation may alternatively be expressed with two equations:
Since there are five markers in the present embodiment and there is a pair of equations above for each of the five markers, there are 10 equations that describe distances between the markers. Eight additional equations involving the positions of the markers may be derived through use of the Pythagorean Theorem. Accordingly, the following equations may result:
However, this set of equations does not include all equations that describe the positions of the markers relative to each other. It is therefore necessary to check the solutions of the set of equations for the 3-D positions of the x-ray source 301 and of the object 310 in relation to the following equations that were not included in the system:
Second 3-D positions of the x-ray source 301 and of the object 310 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 301 and ('X0,'Y0,'Z0) through ('X4,'Y4,'Z4) are coordinates of a second set of projections of the five markers on the second roentgenogram.
However, this set of equations does not include all equations that describe the positions of the markers relative to each other. It is therefore necessary to check the solutions of the set of equations for the 3-D positions of the x-ray source 301 and of the object 310 in relation to the following equations that were not included in the system:
The first and second 3-D positions of the x-ray source 301 and of the object 310 may thereby be found.
In certain situations, changes in the Z coordinate of the x-ray source 301 may result in proportional changes of projections of the markers on the roentgenograms. In these situations, the Z coordinate of the x-ray source 301 can be set as a constant parameter that does not have to be solved when solving the set of equations. Here, the constant parameter for the Z coordinate should be a large number that allows the object to fit between the x-ray source 301 and the roentgenogram. This allows use of less markers for determining the 3-D positions of the x-ray source 301 and of the object 310 as illustrated in Models 2 through 4 below.
In the present embodiment of the techniques, the plurality of markers may comprise four markers. In the present embodiment, the first 3-D positions of the x-ray source 301 and of the object 310 may be determined by using the mathematical model discussed below, in which it is assumed that (x,y,z) are coordinates of the x-ray source 301, (x0,y0,z0) through (x3,y3,z3) are coordinates of the four markers 303, (X0,Y0,Z0) through (X3,Y3,Z3) are coordinates of a first set of projections of the four markers 303 on a first roentgenogram, and 101, 102, 103, 112, 113, 123 are predetermined distances between the four markers 303. The relationships between these variables are further depicted in
The three points (x, y, z), (xi, yi, zi), and (Xi, Yi, Zi) are situated on the same line passing from the x-ray source 301, to the marker 303, and then to the imager 304. The equation for this line may thus be expressed as:
This equation may alternatively be expressed with two equations:
Here, i is a number that goes from 0 through 3.
Since there are four markers in the present embodiment and there is a pair of equations above for each of the four markers, there are eight equations that describe distances between the markers. Six additional equations involving the positions of the markers can be derived through use of the Pythagorean Theorem. Accordingly, the following equations may result:
The second 3-D positions of the x-ray source 301 and of the object 310 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 301 and ('X0,'Y0,'Z0) through ('X3,'Y3,'Z3) are coordinates of a second set of projections of the four markers on the second roentgenogram.
The first and second 3-D positions of the x-ray source 301 and of the object 310 may thereby be found.
In another embodiment of the techniques, the plurality of markers may once again be four markers. In the present embodiment, the first 3-D positions of the x-ray source 301 and of the object 310 may be determined by using the mathematical model discussed below, in which it is assumed that (x,y,z) are coordinates of the x-ray source 301, (x0,y0,z0) through (x3,y3,z3) are coordinates of the four markers 303, (X0,Y0,Z0) through (X3,Y3,Z3) are coordinates of the first set of projections of the four markers 303 on the first roentgenogram, and 101, 102, 103, 112, 113, 123 are predetermined distances between the four markers 303. The relationships between these variables are further depicted in
The present embodiment employs the following parametric equations:
x=x0+∝*t;y=y0+β*t;z=z0+γ*t
Here, α, β, γ refer to directing vectors, and t is a parameter characterizing the point (x,y,z) on a line relative to another point, for example (x0,y0,z0). And the three points (x, y, z), (xi, yi, zi), and (Xi, Yi, Zi) are situated on the same line. The parametric equations for this line may thus be expressed as:
xi=x+∝
i
*t
i
;yi=y+β
i
*t
i
;zi=z+γ
i
*t
i
where:
∝i=Xi−x;βi=Yi−y;γi=Zi−z
Here, i is a number that goes from 0 through 3.
The present embodiment employs 14 equations by adding an appropriate number of equations for distances between the markers on the object (six equations for six distances between connection points of known geometry). By placing them into equations for distances between the markers, the present embodiment provides the following six equations:
The embodiment may determine t0 through t3, x, and y by solving for the six equations above. The first 3-D positions of the x-ray source 301 and of the object 310 may then be determined. The second 3-D positions of the x-ray source 301 and of the object 310 may be determined by using a substantially similar mathematical model. The three points ('x,'y,'z), (xi, yi, zi), and ('Xi,'Yi,'Zi) are situated on the same line. The parametric equations for this line may thus be expressed as:
xi='x+∝
i
*t
i
;yi='y+β
i
*t
i
;zi='z+γ
i
*t
i
where:
∝i='Xi−x;βi='Yi−y;γi='Zi−z
Here, i is a number that goes from 0 through 3.
The present embodiment employs 14 equations by adding an appropriate number of equations for distances between the markers on the object (six equations for six distances between the connection points of known geometry). By placing them into equations for distances between the markers, the present embodiment provides the following six equations:
The first and second 3-D positions of the x-ray source 301 and of the object (t0 through t3,x,y) may thereby be found.
In another embodiment of the techniques, the plurality of markers may comprise four markers. In the present embodiment, the first 3-D positions of the x-ray source 301 and of the object 310 may be determined by using the mathematical model discussed below, in which it is assumed that (x,y,z) are coordinates of the x-ray source 301, (x0,y0,z0) through (x3,y3,z3) are coordinates of the four markers 303, (X0,Y0,Z0) through (X3,Y3,Z3) are coordinates of a first set of projections of the four markers 303 on the first roentgenogram, and 101, 102,103, 112, 113, 123 are predetermined distances between the four markers 303. The relationships between these variables are depicted in
Now, by adding an appropriate number of equations for distances between the markers (e.g., six equations for six distances between four points of known geometry fixator), the embodiment provides the following mathematical model of 14 equations:
The first 3-D position of the x-ray source 301 and of the object 310 may be determined by solving for the equations above. The second 3-D positions of the x-ray source 301 and of the object 310 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 301 and ('X0,'Y0,'Z0) through ('X3,'Y3,'Z3) are coordinates of a second set of projections of the four markers on the second roentgenogram.
The first and second 3-D positions of the x-ray 301 and of the object may thereby be determined.
Another embodiment of the techniques disclosed herein comprises receiving first and second roentgenograms of an object disposed between an x-ray source and an imager.
The present embodiment determines a first set of projections of the plurality of struts 205 as depicted on the first roentgenogram and a second set of projections of the plurality of struts 205 as depicted on the second roentgenogram. In an embodiment, the first and second sets of projections of the plurality of struts 205 more specifically involve projections of longitudinal axes of the plurality of the struts 205. In another embodiment, the first and second sets of projections of the plurality of struts 205 involve the projections of strut connection points, wherein the strut connection points refer to points where the struts 205 meet the fixation members 206. In another embodiment, sets of the projections of the longitudinal axes of the struts and of the projections of the strut connection points are both employed.
Once the first and second 3-D positions of the x-ray source 202 and of the object 210 are determined, the technique may then align the first and second 3-D object projections in a 3-D reference frame using the 3-D positions of the plurality of struts 205 with respect to the x-ray imager 204 in the first and second orientations 220, 230. The embodiment may then create a 3-D model of the imaged body part in the 3-D reference frame based on the first and second 3-D object projections. Another embodiment may create a 3-D model of the object 210 only or in addition to the 3-D model of the imaged body part.
In an exemplary embodiment of the techniques disclosed herein, the plurality of struts may comprise five struts.
Furthermore, coordinates of the projections of the strut connection points can be represented by the following equations:
X coordinate: X0+v01x*s0
Y coordinate: Y0+v01y*s0
Z coordinate: Z0+v01z*s0.
Coordinates of other strut connection points 503 are determined similarly, which results in 43 unknown parameters. Thus, 43 equations are needed to solve the mathematical model with 43 unknown parameters. However, this mathematical model may produce unlimited number of solutions. The present embodiment may determine a single distinguishable point on the projection to limit the number of solutions. The projection of one of the strut ends may be manually determined by a user. For example, the user may determine the projection of the point (X9, Y9, Z9) in which case s9=0, allowing the mathematical model of 42 equations to be solved.
In the present embodiment, the x-ray source 501, the strut connection points 503, and the projections of the strut connection points lie on the same line. Thus, for point (x0, y0, z0), the following pair of equations may be determined:
Since there are five struts in the present embodiment and there is a pair of equations above for each strut, there are 10 equations that describe the strut connection points. 22 additional equations involving the positions of the strut connection points can be derived through use of the Pythagorean Theorem. Accordingly, the following equations may result:
However, this set of equations does not include all equations that describe the positions of the markers relative to each other. Therefore, it is necessary to check the solutions of the set of equations for the 3-D positions of the x-ray source 501 and of the object 510 in relation to those equations that were not included in the system:
The second 3-D positions of the x-ray source 501 and of the object 510 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 301, ('X0,'Y0,'Z0) to ('X1,'Y1,'Z1), . . . ('X8,'Y8,'Z8) to ('X9,'Y9,'Z9) are a second set of projections of longitudinal axes of the struts 506 on the second roentgenogram,'Si are unknown ratios, and 'v(i−1)ix, 'v(i−1)iy, 'v(i−1)iz are vectors of projections of the longitudinal axes of the struts 506, wherein 'v(i−1)ix='Xi−'X(i−1), 'v(i−1)iy='Yi-'v(i−1), 'v(i−1)iz='Zi−'Z(i−1). Here, i is a number that goes from 0 through 9. Thus, for example, 'v01x='X1−'X0, 'v01y='Y1−'Y0, 'v01z=′Z1−'Z0.
However, this set of equations does not include all equations that describe the positions of the struts 506 and the strut connection points 503. It is therefore necessary to check the solutions of the set of equations for the 3-D positions of the x-ray source 501 and of the object 510 in relation to those equations that were not included in the system:
The first and second 3-D positions of the x-ray source 501 and of the object 510 may thereby be found.
In certain situations, changes in the Z coordinate of the x-ray source 501 result in proportional changes of projections of the markers on the roentgenograms. In these situations, the Z coordinate of the x-ray source 501 can be set as a constant parameter that does not have to be solved when solving the set of equations. Here, the constant parameter for the Z coordinate should be a large number that allows the object 510 to fit between the x-ray source 501 and the roentgenogram. This allows use of less markers for determining the 3-D positions of the x-ray source 501 and of the object 510 as illustrated in Models 6 through 8 below.
In the present embodiment of the techniques, the plurality of struts 506 may comprise four struts 506. In the present embodiment, the first 3-D positions of the x-ray source 501 and of the object 510 may be determined by using the mathematical model discussed below, in which it is assumed that (x,y,z) are coordinates of the x-ray source 501, (x0,y0,z0) through (x7,y7,z7) are coordinates of the eight strut connection points 503, (X0, Y0, Z0) to (X1, Y1, Z1), . . . (X6, Y6, Z6) to (X7, Y7, Z7) are a first set of projections of longitudinal axes of the struts on the first roentgenogram, 101, 102, 103, 104, 106, 107, 112, 113, 114, 115, 116, 117, 123, 124, 125, 126, 127 are predetermined distances between the eight strut connection points 503, si are unknown ratios, and v(i−1)ix, v(i−1)iy, v(i−1)iz are vectors of projections of the longitudinal axes of the struts, wherein v(i−1)ix=Xi−X(i−1), v(i−1)iy=Yi−Y(i−1), v(i−1)iz=Zi−Z(i−1). Here, i is a number that goes from 0 through 7. Thus, for example, v01x=X1−X0, v01y=Y1−Y0, v01z=Z1−Z0. These relationships of variables are further depicted in
Furthermore, it is assumed that (X′0, Y′0, Z′0) through (X′7, Y′7, Z′7) are a first set of projections of the eight strut connection points 503 on the first roentgenogram, which may be represented in the following manner:
X′0=X0+v01x*s0;
Y′0=Y0+v01y*s0;
Z′0=Z0+v01z*s0.
Similar equations are determined for other strut connection points 503 to the fixation members 502.
The three points (x, y, z), (xi, yi, zi), and (X′i, Y′i, Z′i) are situated on the same line. The equation for this line may thus be expressed as:
This equation may alternatively be expressed with two equations:
Since there are eight strut connection points 503 to the fixation members 502 and there is a pair of equations above for each strut connection point 503, there are 16 equations that describe the lengths of the struts 506. Eighteen additional equations involving the positions of the strut connections can be derived through use of the Pythagorean Theorem.
The second 3-D positions of the x-ray source 501 and of the object 510 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 501, ('X0,'Y0,'Z0) to ('X1,'Y1,'Z1), . . . ('X6,'Y6,'Z6) to ('X7,'Y7,'Z7) are a second set of projections of longitudinal axes of the struts 506 on the second roentgenogram, ('X′0,'Y′0,'Z′0) through ('X′7,'Y′7,'Z′7) are coordinates of a second set of projections of the eight strut connection points 503 on the second roentgenogram, 101, 102, 103, 104, 106, 107, 112, 113, 114, 115, 116, 117, 123, 124, 125, 126, 127 are the predetermined distances of the eight strut connection points 503, si are unknown ratios, and 'v(i−1)ix, 'v(i−1)iy, 'v(i−1)iz are vectors of projections of the longitudinal axes of the struts 506, wherein 'v(i−1)ix='Xi−X(i−1), 'v(i−1)iy='Yi−'Y(i−1), 'v01z=′Zi−'Z(i−1). Here, i is a number that goes from 0 through 7. Thus, for example, v01x=X1−X0, v01y=Y1−Y0, v01z=Z1−Z0.
The first and second 3-D positions of the x-ray source 501 and of the object 510 may thereby be found.
In another embodiment of the technique, the plurality of markers may comprise four struts. In the present embodiment, the first 3-D positions of the x-ray source 501 and of the object 510 may be determined by using the mathematical model discussed below, in which it is assumed that (x,y,z) are coordinates of the x-ray source 501, (x0,y0,z0) through (x7,y7,z7) are coordinates of the eight strut connection points 503 to the fixation members 502, (X0,Y0,Z0) to (X1,Y1,Z1), . . . (X6,Y6,Z6) to (X7,Y7,Z7) are a first set of projections of longitudinal axes of the struts 506 on the first roentgenogram, 101, 102, 103, 104, 106, 107, 112, 113, 114, 115, 116, 117, 123, 124, 125, 126, 127 are predetermined distances between the eight strut connection points 503, si are unknown ratios, and v(i−1)ix, v(i−1)iy, v(i−1)iz are vectors of projections of the longitudinal axes of the struts, wherein v(i−1)ix=Xi−X(i−1), v(i−1)iy=Yi−Y(i−1), v(i−1)iz=Zi−Z(i−1). Here, i is a number that goes from 0 through 7. Thus, for example, v01x=X1−X0, v01y=Y1−Y0, v01z=Z1−Z0. These relationships of variables are depicted in
Furthermore, it is assumed that (X′0, Y′0, Z′0) through (X′7, Y′7, Z′7) are a first set of projections of the eight strut connection points 503 on the first roentgenogram, which may be represented in the following manner:
X′0=X0+v01x*s0;
Y′0=Y0+v01y*s0;
Z′0=Z0+v01z*s0.
Similar equations are determined for other strut connection points 503 to the fixation members 502.
The present embodiment employs the following parametric equations:
x=x0+∝*t;y=y0+β*t;z=z0+γ*t
Here, α, β, γ refer to directing vectors, and t is a parameter characterizing the point (x,y,z) on a line relative to another point, for example (x0,y0,z0). And the three points (x, y, z), (xi, yi, zi), and (X′i, Y′i, Z′i) are situated on the same line passing from the x-ray source 601, to the marker 603, and then to the imager 604. Here, i is a number that goes from 0 through 7. The parametric equations for this line may thus be expressed as:
xi=x+∝
i
*t
i
;yi=y+β
i
*t
i
;zi=z+γ
i
*t
i
where:
∝i=X′i−x;βi=Y′i−y;γi=Z′i−z
The present embodiment determines 18 equations by adding appropriate number of equations for distances between the strut connection points 503 on the fixation members 502 (18 equations for 18 distances between 8 strut connection points 503 of four struts 506 of known geometry fixator). The resulting 18 equations are provided below:
The embodiment may determine t0 through t7, s0 through s7, and the first 3-D position of the x-ray source 501 followed by calculation of coordinates of the strut connection points 503. The second 3-D positions of the x-ray source 501 and of the object 510 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 501 and ('X0,'Y0,'Z0) to ('X1,'Y1,'Z1), . . . ('X6,'Y6,'Z6) to ('X7,'Y7,'Z7) are a second set of projections of longitudinal axes of the struts 506 on the second roentgenogram.
Furthermore, it is assumed that ('X′0,'Y′0,'Z′0) through ('X′7,'Y′7, 'Z′7) are coordinates of a second set of projections of the eight strut connection points 503 on the second roentgenogram, which may be represented in the following manner:
'X′0='X0+'v01x*'s0;
'Y′0='Y0+'v01y*'s0;
'Z′O='Z0+'v01z*'s0.
Similar equations are determined for other strut connection points 503 to the fixation members 502.
The present embodiment employs the following parametric equations:
'x=x0+∝*t;'y=y0+β*t;'z=z0+γ*t
The three points ('x,'y,'z), (xi, yi, zi), and ('X′i,'Y′i,'Z′i) are situated on the same line passing from the x-ray source 601, to the marker 603, and then to the imager 604. The parametric equations for this line may thus be expressed as:
xi='x+∝
i
*t
i
;yi='y+β
i
*t
i
;zi='z+γ
i
*t
i
where:
∝i='X′i−'x;βi='Y′i−'y;γi='Z′i−'z
The present embodiment determines 18 equations by adding appropriate number of equations for distances between the strut connection points on the ring. The resulting 18 equations are provided below:
The first and second 3-D positions of the x-ray source and of the object may thereby be found.
In another embodiment of the technique, the plurality of struts 506 may comprise four struts. In the present embodiment, the first 3-D positions of the x-ray source 501 and of the object 510 may be determined by using the mathematical model discussed below, in which it is assumed that (x,y,z) are coordinates of the x-ray source 501, (x0,y0,z0) through (x7,y7,z7) are coordinates of the eight strut connection points 503 to the fixation members 502, (X0,Y0,Z0) to (X1,Y1,Z1), . . . (X6,Y6,Z6) to (X7,Y7,Z7) are a first set of projections of longitudinal axes of the struts 506 on the first roentgenogram, and 101, 102, 103, 104, 106, 107, 112, 113, 114, 115, 116, 117, 123, 124, 125, 126, 127 are the predetermined distances between the eight strut connection points 503. These relationships of variables are depicted in
Furthermore, each strut connection point 503 is located on a plane that crosses the x-ray source 501 and projection of the longitudinal axis of the strut. Thus, one plane appurtenant equations may be determined for each strut connection point 503, creating a system of eight equations for the fixator with four struts 506 as provided below.
Now, by adding an appropriate number of equations for distances between the strut connection points (e.g., 18 equations for 18 distances between eight strut connection points of four struts of known geometry fixator), the embodiment provides the following mathematical model of 26 equations:
The first 3-D positions of the x-ray source 501 and of the object 510 may be determined by solving for the equations above. The second 3-D positions of the x-ray source 501 and of the object 510 may be determined by using a substantially similar mathematical model discussed below, in which it is assumed that ('x,'y,'z) are coordinates of the x-ray source 501 and ('X0,'Y0,'Z0) to ('X1,'Y1,'Z1), . . . ('X6,'Y6,'Z6) to ('X7,'Y7,'Z7) are a second set of projections of the four struts on the second roentgenogram:
The first and second 3-D positions of the x-ray source 501 and of the object 510 may thereby be determined.
It is to be appreciated that in some cases, the resolution of the first and second roentgenograms may not be enough to allow one to precisely identify the positions of the shadows created by the markers on the respective roentgenograms. With reference to
In an exemplary embodiment, the common perpendicular of the vectors/trajectories 242 and 244 may be determined by using the mathematical model discussed below, in which it is assumed that (x11, y11, z1i) are the coordinates of the marker 1 shadow (250), (x12, Y12, z12) are the coordinates of the marker 1 (252), (x21, y21, z21) are the coordinates of the marker 2 shadow (254), (x22, y22, z22) are the coordinates of marker 2 (256). The equation for the first line 242 may thus be expressed as:
and the equation for the second line 244 may be expressed as:
The resulting vectors of the first line 242 and second line 244 may respectively be represented as:
{right arrow over (a)}=(a1,a2,a3)
{right arrow over (b)}=(b1,b2,b3)
where:
a
1
=x
1
2
−x
1
1
a
2
=y
2
1
−y
1
1
a
3
=z
2
1
−z
1
1
b
1
=x
2
2
−x
1
2
b
2
=y
2
2
−y
1
2
b
3
=z
2
2
−z
1
2
Multiplying vectors a and b according to the equation below would provide a vector c that is perpendicular both lines 242 and 244:
Where i, j, and k are unit vectors directed along the coordinate axes x, y, and z.
{right arrow over (c)}=(c1,c2,c3)
c
1=(a2*b3−b2*a3)
c
2=(b1*a3−a1*b3)
c
3=(a1*b2−b1*a2)
In an embodiment, approximating the location of the x-ray source 202 may involve defining a segment S that lies in vector c and connects lines 242 and 244. As such, the segment S is a common perpendicular to the lines 242 and 244. One way of doing so is to build a plane D that includes marker 1 shadow (250), the first line 242, and the vector c. A perpendicular vector to such a plane D is the product of vector multiplication [{right arrow over (a)}×{right arrow over (c)}], and may be expressed as:
This vector can be normalized with respect to a unit length and expressed as:
A plane D going through marker 1 shadow (250) having coordinates (x11,y11,z11) and having a perpendicular vector {right arrow over (n)}=(n1,n2,n3) may thus be represented by the following equations:
n
1
*x+n
2
*y+n
3
*z+D=0
D=n
1
*x
1
1
+n
2
*y
1
1
+n
3
*z
1
1
One of the endpoints of the segment S may be the crossing point where the plane D intersects with line 244. To determine the location of this crossing point, a right triangle may be drawn such that its hypotenuse G extends along line 244 and connects the marker 2 shadow 254 and the crossing point at which line 244 intersects the plane D. Furthermore, a first leg R of the right triangle may be defined by a vector r perpendicular to plane D and extending from the marker 2 shadow 254 to the plane D. The second leg of the right triangle may be defined by the projection of the hypotenuse G in the plane D.
The length of the first leg R, which is distance between marker 2 shadow 254 and the plane D, may be determined by a scalar multiplication of plane D's normalized perpendicular vector n and the vector r. In this case, the product of this scalar multiplication may be expressed in terms of the coordinates of the “marker 2 shadow 254” as illustrated in the following equation:
R=({right arrow over (n)}·r)=n1·x12+n2·y12+n3·z12
Furthermore, the cosine of the angle φ between the vector r and the vector b may be expressed as:
Accordingly, the length of the hypotenuse G can be determined by dividing the length of the first leg R by the cosine of the angle between the first leg R and hypotenuse G:
In order to find coordinates of the crossing point where line 244 intersects the plane D, a vector {right arrow over (L)} extending along line 244 may be defined from the marker 2 shadow 254 and a length of G:
where
x′=x
1
2
+L
1
y′y
1
2
+L
2
z′=z
1
2
+L
3
These coordinates define one of the endpoints of segment S. In order to find coordinates of the second endpoint of segment S, similar calculations may be performed. In an embodiment, a plane may be defined along the line 244 and finding the crossing point of this plane on the line 244. In an embodiment, after defining the endpoints of the segment S, the positioning of the x-ray source 202 may be approximated to be located in the middle of segment S and calculated as the mean of those coordinates:
It is to be appreciated that in other embodiments, the approximated location of the x-ray source 202 may be anywhere between the endpoints of the segment S. It is to be further appreciated that while the above discussed exemplary mathematical model provides an efficient and precise method of approximating the location of x-ray source 202, other suitable models according to the principles of the present disclosure may also be used to approximate the location of x-ray source 202.
Once the 3-D location of the x-ray source 202 in the first and second imaging orientations (220, 230) has been identified, a variety of different techniques can be used to create a 3-D model of the imaged object. According to one embodiment, the amount of angular displacement about the imaging axis I between the first imaging orientation 220 and the second imaging orientation 230 is known. Illustrations corresponding to this embodiment are depicted in
Another step in the creation of a 3-D model of the objects 1201 is to determine the outline of the imaged objects 1201 in the roentgenograms. This concept is depicted in
Once the projections of the imaged objects have been created for the first and second orientations (1220, 1230), the relative position of the orientations (1220, 1230) with respect to each other may be used to determine how those projections intersect with each other. This can be done in a variety of ways. According to one embodiment, the 3-D projections may be combined into a single 3-D reference frame corresponding to the x, y, z reference frame 1250 depicted in
The angles 13 and y correspond to the angular displacement of the first roentgenogram 1202 with respect to the second roentgenograms 1204 about the z- and y-axes, respectively. As discussed above, in some embodiments, the first and second relative orientations 1220 and 1230 are substantially orthogonal with respect to each other, and in these embodiments, the angles β and γ may be substantially zero. In embodiments in which first and second relative orientations 1220 and 1230 are not substantially orthogonal, first and second roentgenograms (1202, 1204) may be further aligned at angles β and γ using a variety of approaches, including the iterative approaches to be described in the present disclosure. It is to be appreciated that while it is optional to align the roentgenograms (1202, 1204) at angles β and γ, doing so may allow for a more accurate 3-D model of the object 1201.
In
In
After creating a series of polygons 1258 corresponding to the intersections of the 3-D projections, the polygons 1258 may be converted into closed curves (e.g., ellipses) 1290 that correspond to the cross section shape of the imaged objects 1201 depicted in
As discussed above, if the first and second relative orientations 1220 and 1230 are not substantially orthogonal, angles β and γ may be determined using iterative approach in accordance to the principles of the present disclosure. In an exemplary embodiment, roentgenograms (1202, 1204) may be orientated at angles β and γ by first aligning roentgenograms (1202, 1204) at a known α, and then creating various test 3-D models of the imaged objects 1201 by aligning roentgenograms (1202, 1204) at various angle β and γ, and finally identifying a 3-D model that would produce 2-D projections that substantially match the outlines of the imaged object 1201 in the first and second roentgenogram 1202 and 1204. The test models of the objects 1201 may be created according to the approach described above with respect to
According to another embodiment, a 3-D model of an object can be created in a fixed reference frame even when the angular displacement α between two imaging orientations (1220, 1230) is not known. Illustrations corresponding to this embodiment are depicted in
An illustration of objects 1301 with representative object markers 1342 attached thereto is depicted in
In the embodiment depicted in
Generally, the first approach of using the object marker 1342 to create a model of objects 1301 in a fixed reference frame includes constructing projection lines 1340 connecting the shadow points 1306 in roentgenograms (1302, 1304) and the location of the x-ray source 1312 in their respective imaging orientations (1320, 1330), as depicted in
It is to be appreciated that the determination of the 3-D positions of the fiducials 1344 relative to each roentgenogram (1302, 1304) may be accomplished according to a variety of mathematical approaches. An exemplary mathematical approach is explored with reference to
in which, angles KLM, MLN, KLN correspond to α, β, and γ, respectively, and x, y, z correspond to the distance between the light source 1312 and the fiducials 1344. Mathematically, this system of equations has eight different solutions, but some of them may include complex and negative numbers, and thus may be eliminated. As such, there may be two solutions remaining that may correctly reflect the position of the fiducials 1344. It is, however, difficult to mathematically determine which one out of remaining two solutions is correct. In an embodiment, 3-D models of the image object based on both solutions may be presented to a person, who may then visually determine and select the model that matches the orientation of the imaged object. In orthopedic application, the person selecting the matching model may be a physician.
To better expedite the modeling process, the involvement of a person to select a correct model as discussed above may be reduced or eliminated according the approaches disclosed with respect to
The above discussed approaches may be repeated for determining 3-D positions of the fiducials 1344 with respect to the other roentgenogram 1302. By do so, the 3-D positions of the fiducials 1344 may be determined with respect to two different coordinate systems according to the above approach. Moreover, by aligning the fiducials in the two coordinate systems, the translation and rotational orientation (x, y, z, α, β, γ) of the first and second roentgenograms may be determined in a single, fixed reference frame as illustrated in
It is to be appreciated that while the above exemplary approaches may be implemented using three or four fiducials 1344 to provide an efficient and precise method of accounting for the translation and rotational orientation (x, y, z, α, β, γ) of the first roentgenogram 1302 relative to the second roentgenogram 1304, other numbers of the fiducials 1344 may be used in other approaches in accordance with the principle of the present disclosure. To allow for greater accuracy and/or precision, five or more fiducials may be used. For example, eight fiducials may be used in an embodiment as shown in
1) Determine all the potential 3-D positions of each fiducial 1344 based on all the possible solutions obtained as discussed above.
2) Determine the mean 3-D positions of each fiducial 1344.
3) Determine the deviations of all potential 3-D positions of each fiducial 1344 from the respective mean 3-D position determined in step 2.
4) Identify a least likely 3-D position corresponding to the 3-D position that deviates the most from the respective mean 3-D position determined in step 2.
5) Eliminate the solution that resulted the least likely 3-D position.
6) Repeat steps 1 5 until the deviation of each remaining potential 3-D position of the fiducials 1344 has a deviation from the respective mean 3-D position is less than a criterion (e.g., 2 mm, 5 mm, 10 mm, etc.).
7) Approximate the 3-D position of each fiducial 1344 to be the mean of each remaining potential 3-D position of the fiducials 1344.
It is to be appreciated that the above algorithm allows an accurate approximation for the positions of the fiducials 1344, and it may be modified in accordance to the principles discussed herein and any mathematical technique known in the art. For example, in an exemplary embodiment, the algorithm may be modified to further include determining the variance between the possible positions of each fiducial 1344 and eliminate potential solutions based on deviations from both the mean and variance.
After the orthopedic device is imaged in the roentgenograms together with an object, the outline of the orthopedic device may be determined manually or using a suitable graphic software. For example, a physician may manually outline the orthopedic device and input such information into a computer. In another embodiment, the outline of the orthopedic device may be automatically generated by pattern recognition software. The outline of the orthopedic device may, in turn, be used to for determining a 3-D model of the object in accordance with the present disclosure.
It is to be appreciated that in some embodiments, a visible shadow may span across more than one pixel on a digital roentgenogram. Accordingly, the precise location of the visible shadow may be approximated using an approximation model.
This disclosure has described using two imaging orientations that are substantially orthogonal with respect to each other or non-orthogonal orientations. The choice between these two embodiments may depend upon a variety of factors, including equipment limitations and interest or lack of interest in the imaging certain orientations. Furthermore, more than two imaging orientations may be utilized consistent with the scope of the present disclosure. By using more than two imaging orientations, the accuracy of the 3-D model of the frame and the tissue can be improved.
Once a 3-D model of the frame and the tissue segments has been created, a physician or surgeon can more readily understand the nature of the fracture and the degree of fixation, compression, or distraction (or other force) that should be applied to the tissue segments in order to achieve the desired result. It is contemplated that the 3-D model of a hexapod ring fixator can be coupled with an automated frame controller such that the desired fixation, compression, or distraction commands can be automatically implemented.
As discussed above, a 3-D model of an object may be generated from roentgenograms of the object.
The x-rayed data is transmitted to a user's local machine 1107 via cables (not shown) or wirelessly via the internet or any other suitable network. The user's local machine 1107 is a regular desktop computer in the present embodiment, but may be any computing device as illustrated as the computer workstation 1002 of
The 3-D position of the patient's leg and fixator will be determined according to the disclosed methods. The user may then process the transmitted x-ray data and determine the necessary adjustments that must be made to the orthopedic fixator 1109. Based on these determinations, the user may use a programmable wrench 1106 that is connected to the user's local machine 1107 to automatically adjust the orthopedic fixator 1109 by tightening or loosening its connection points. Alternatively, the user, most likely a physician or a medical staff member, may manually adjust the orthopedic fixator 1109 based on the transmitted x-ray data.
It will be understood that particular embodiments described herein are shown by way of illustration and not as limitations of the invention. The principal features of this invention can be employed in various embodiments without departing from the scope of the invention. Those skilled in the art will recognize, or be able to ascertain using no more than routine experimentation, numerous equivalents to the specific procedures described herein. Such equivalents are considered to be within the scope of this invention and are covered by the claims.
All publications and patent applications mentioned in the specification are indicative of the level of skill of those skilled in the art to which this invention pertains. All publications and patent applications are herein incorporated by reference to the same extent as if each individual publication or patent application was specifically and individually indicated to be incorporated by reference.
While the methods and systems of this invention have been described in terms of preferred embodiments, it will be apparent to those of skill in the art that variations may be applied to the methods and systems and in the steps or in the sequence of steps of the method described herein without departing from the concept, spirit and scope of the invention. All such similar substitutes and modifications apparent to those skilled in the art are deemed to be within the spirit, scope and concept of the invention as defined by the appended claims.
Filing Document | Filing Date | Country | Kind |
---|---|---|---|
PCT/RU2013/000203 | 3/15/2013 | WO | 00 |