IMPROVED METAL ARTIFACTS REDUCTION IN CONE BEAM RECONSTRUCTION
20220110596 · 2022-04-14
Inventors
Cpc classification
G06T2211/464
PHYSICS
G06T11/005
PHYSICS
A61B6/5247
HUMAN NECESSITIES
A61B6/5258
HUMAN NECESSITIES
A61B5/0073
HUMAN NECESSITIES
International classification
A61B6/00
HUMAN NECESSITIES
Abstract
The present disclosure describes methods and apparatuses for reducing metal artifacts in cone beam computed tomography (CBCT) reconstructions. The methods use multiple imaging modalities to identify and locate metal present in a region of dental patients mouth and to generate a reconstructed 3-D volume image of the region with reduced metal artifacts using data obtained by the multiple modalities. According to example embodiments, the methods include creating a metal map using data from a first imaging modality and an initial 3-D reconstruction from data obtained from a second imaging modality including CBCT imaging. The metal map is registered to the initial 3-D reconstruction with a reconstructed metal map and projection metal maps being subsequently produced and applied to projections from the CBCT imaging to generate interpolated projections. An artifact reduced 3-D reconstruction is produced from the interpolated projections and a final 3-D reconstruction is created therefrom including merged metal information.
Claims
1. A method for reducing metal artifacts in a volume radiographic image of a region which includes at least a part of a dental arch and surrounding tissue, the method comprising the steps of: acquiring an intraoral optical image of the region; acquiring an X-ray cone beam scan of the region; registering the intraoral optical image with a reconstructed volume of the X-ray cone beam scan; identifying the location of metal in the reconstructed volume using the registered optical intraoral image; and using the identified location of metal in the reconstructed volume to reduce metal artifacts in a subsequent reconstructed volume of the cone beam scan.
2. The method of claim 1, wherein the step of acquiring an intraoral optical image is performed prior to the step of acquiring an X-ray cone beam scan of the region.
3. The method of claim 1, wherein prior to the step of registering, the method further comprises a step of producing a metal map including the locations of metal identified in the intraoral optical image.
4. The method of claim 1, wherein prior to the step of registering, the method further comprises a step of generating a reconstructed volume from the cone beam scan.
5. The method of claim 1, wherein the method further comprises a step of creating metal maps for projections obtained from the cone beam scan.
6. The method of claim 5, wherein the metal maps indicate which projection pixels are in the shadow of metal.
7. The method of claim 5, wherein the method further comprises a step of interpolating image portions outside of metal shadow regions of the projections onto metal shadow regions of the projections to create interpolated projections.
8. The method of claim 7, wherein the method further comprises a step of reconstructing a volume image with reduced metal artifacts from the interpolated projections.
9. The method of claim 8, wherein the method further comprises a step of creating a final reconstructed volume image by adding metal from a reconstructed volume generated from the cone beam scan to the reconstructed volume image produced from the interpolated projections.
10. A method for reducing metal artifacts in a volume radiographic image of a region which includes at least a part of a dental arch and surrounding tissue, the method comprising the steps of: acquiring an image of the region using a first imaging modality; acquiring an X-ray cone beam scan of the region; registering the image with a reconstructed volume of the X-ray cone beam scan; identifying the location of metal in the reconstructed volume using the registered image; and using the identified location of metal in the reconstructed volume to reduce metal artifacts in a subsequent reconstructed volume of the cone beam scan.
11. The method of claim 10, wherein the first imaging modality comprises intraoral optical imaging.
12. The method of claim 10, wherein the first imaging modality comprises optical computed tomography (OCT) imaging.
13. The method of claim 10, wherein the first imaging modality comprises ultrasound imaging.
14. The method of claim 10, wherein the first imaging modality comprises depth-resolved imaging.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0010]
[0011]
[0012]
DETAILED DESCRIPTION OF THE EXAMPLE EMBODIMENTS
[0013] Example embodiments of the present invention are described below in detail with reference being made to the drawings in which like numerals identify like elements or steps throughout the several views. In the following detailed description, the terms “first”, “second”, and so on, do not necessarily denote any ordinal or priority relation, but are simply used to more clearly distinguish one element from another. Also, the term “volume image” is synonymous with the terms “3-dimensional image” or “3-D image”. The example embodiments of the present invention are particularly well suited for suppressing the types of metal artifacts that occur in 3-D volume images, including cone beam computed tomography (CBCT) images as well as fan beam computed tomography (CT) images.
[0014] For the image processing steps described herein, the terms “pixels” for picture image data elements conventionally used with respect two-dimensional (2-D) imaging, such as the pixels of an X-ray detector or image display, and “voxels” for volume image data elements often used with respect to 3-D imaging, can be used interchangeably. It should be noted that the 3-D volume image is itself synthesized from image data obtained as pixels on a 2-D sensor array and displays as a 2-D image from some angle of view. Thus, 2-D image processing and image analysis techniques can be applied to the 3-D volume image data. In the description that follows, methods described as operating upon pixels may alternately be described as operating upon the 3-D voxel data that is stored and represented in the form of 2-D pixel data for display. In the same way, methods that operate upon voxel data can also be described as operating upon pixels.
[0015] In the context of the present disclosure, the noun “projection” may be used to mean “projection image”, referring to the 2-D X-ray image that is captured and used to reconstruct the volume image. In addition, “projection” can also refer to calculated projections for a simulated cone beam system that are obtained by calculating the attenuation of X-rays as they propagate through a 3-D image volume.
[0016] As described briefly above, the present invention comprises methods for reducing artifacts in X-ray cone beam computed tomography reconstructions that are caused by metal and other highly X-ray attenuating materials such as those used for implants that are placed within the body. In the context of the present disclosure, high-density objects that cause what is commonly known as metal artifacts in the volume image are termed “metal” objects. This includes objects formed from materials having a relatively high attenuation coefficient. The attenuation coefficient for a material is not a fixed value, but varies and is dependent, in part, on the photon energy level. A titanium metal object has, for example, an attenuation coefficient of about 0.8 cm.sup.−1 in the 80 KeV range. Bone has, for example, a typical attenuation coefficient of about 0.6 cm.sup.−1 in the 80 KeV range. Any object having attenuation at or near that of titanium or higher can be considered to be a metal object. It should be noted, for example, that objects formed from some types of highly dense composite materials can have a similar effect on image quality as objects formed from metal or alloys. The methods of the present invention address the type of artifact generated by such objects, of whatever material type or other composition. Materials commonly used and known to cause at least some type of “metal artifact” in radiographs and volume images include metals such as iron, cobalt, chromium, titanium, tantalum, and alloys including cobalt chromium alloys, for example, as well as some ceramic compositions and various composite materials such as high-density composite plastics. Examples of typical implants include, but are not limited to, various types of prostheses, pins, plates, screws, nails, rods, caps, crowns, bridges. fixtures, braces, dentures, and fillings. The implants are usually comprised of metal and/or ceramic material.
[0017] CBCT imaging systems and imaging methods used to obtain 3-D volume images using such systems are well known in the diagnostic imaging art and are, therefore, not described in detail herein. Some example methods and techniques for forming 3-D volume images from the source 2-D images, projection images that are obtained in operation of the CBCT imaging systems can be found in various patents and technical papers.
[0018] In typical CBCT imaging systems, a computer or other type of dedicated logic processor for obtaining, processing, and storing image data is part of the system, along with one or more displays for viewing image results. A computer-accessible memory is also provided, which may be a memory storage device used for longer term storage, such as a device using magnetic, optical, or other data storage media. In addition, the computer-accessible memory can comprise an electronic memory such as a random access memory (RAM) that is used for shorter term storage, such as employed to store a computer program having instructions for controlling one or more computers to practice the methods of the present invention.
[0019] In order to more fully understand the methods of the present invention and the problems addressed, it is instructive to review principles and terminology used for CBCT image capture and reconstruction. Referring to
[0020]
[0021]
[0022] Instead of proceeding with a conventional metal artifact reduction method, at step 312, the metal map produced at step 306 from the prior optical image is registered with the initial cone beam 3-D reconstruction. Then, at step 314, a metal map for the cone beam 3-D reconstruction is created using both the initial cone beam 3-D reconstruction from step 310 and the registered metal map from step 312. Continuing at step 316, the metal map for the cone beam 3-D reconstruction is used to create metal maps for the projections acquired at step 308. These metal maps indicate which projection pixels are in the shadow of metal. Next, at step 318, the image outside of the metal shadow regions of the projections are interpolated onto the metal shadow regions to effectively remove metal from the projections. This step includes adding detail to the interpolated projections which may exist within the shadow of metal in the acquired projections. At step 320, the interpolated projections are reconstructed to create a volume image with reduced metal artifacts. This volume image will also not include the metal which is included in the metal map created at step 314. For this reason, at step 322, metal is added from the initial reconstruction created at step 310 to the artifact reduced reconstruction produced at step 320 to create the final reconstruction.
[0023] The method 200 for reducing metal artifacts in cone beam reconstruction of the present invention has important advantages over using a single imaging modality alone. The intraoral optical image does not suffer from metal artifacts, but also does not provide the location of metal beneath the surface. On the other hand, the initial reconstruction does have metal artifacts, but also provides an image of the metal within tissue. Combining the information that is contained in the initial reconstruction and registered optical image results in an improved metal mask over what could be produced with either imaging modality alone.
[0024] At this juncture, it is important to reiterate that although intraoral optical imaging is used as a first imaging modality in the example embodiment of method 200 described above together with a second imaging modality comprising CBCT imaging, other imaging modalities or technologies (including, but not limited to, optical computed tomography (OCT) imaging, ultrasound imaging, or other depth-resolved imaging technologies) may be used as a first imaging modality in other example embodiments of the present invention in lieu of intraoral optical imaging to obtain the locations of metal within the scanned region and produce an initial metal map similar to the metal map produced at step 306. It should be understood and appreciated that while the present invention has been described herein with respect to the above example embodiments, the present invention may be embodied in other example embodiments that include variations from the above-described methods and apparatuses that are still within the scope of the present invention.