Artificial intelligence coregistration and marker detection, including machine learning and using results thereof
US-12161426-B2 · Dec 10, 2024 · US
US10646174B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-10646174-B2 |
| Application number | US-201514865532-A |
| Country | US |
| Kind code | B2 |
| Filing date | Sep 25, 2015 |
| Priority date | Apr 5, 2013 |
| Publication date | May 12, 2020 |
| Grant date | May 12, 2020 |
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An imaging apparatus and method for diagnosis acquiring information of an inside of a blood vessel and reconstructing a vascular image are disclosed, wherein when acquiring data through a rotation position and a movement of an imaging core, X-ray images at a fixed viewpoint position are synchronized so as to be continuously input along a time axis. Then, timing when vascular activity such as a cardiac beat can occur is determined based on the X-ray images. A plurality of vascular cross-sectional images on a plane orthogonal to a vascular axis acquired through the rotation and the movement of the imaging core are acquired. Then, a vascular image along the vascular axis is generated from the vascular cross-sectional image or the vascular cross-sectional images in series, and when performing a display, a site having vascular activity is displayed in a discriminable manner.
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What is claimed is: 1. An imaging apparatus for diagnosis acquiring information of an inside of a blood vessel and reconstructing a vascular image, the imaging apparatus comprising: an imaging core configured to emit light or ultrasound toward a lumen surface of a blood vessel of an examinee and to detect reflection of the light or ultrasound; a probe configured to accommodate the imaging core; a motor configured to rotate the imaging core and to move the imaging core along the probe at a predetermined velocity; an X-ray imaging device configured to continuously acquire X-ray images of the examinee along a time axis while acquiring the information of the inside of the blood vessel by performing the rotation and the movement of the imaging core; a processor configured to: specify a vascular-activity occurrence X-ray image based on a degree of correlation of an adjacent X-ray image with respect to the time axis of the X-ray images acquired by the X-ray imaging device; determine a corresponding position of the moving imaging core for imaging timing of the vascular-activity occurrence X-ray image; and generate an axially-directed cross-sectional image along the vascular axis based on the information acquired through the rotation and the movement of the imaging core; and a display configured to display a composite result of the axially-directed generated cross-sectional image and an image showing the corresponding position of the moving imaging core for imaging timing of the vascular-activity occurrence X-ray image. 2. The imaging apparatus for diagnosis according to claim 1 , wherein the processor is further configured to: generate an instruction regarding a position in a vascular axis direction in the axially-directed cross-sectional image which is displayed by the display; and wherein the display is configured to display a vascular cross-sectional image on a plane orthogonal to a vascular axis at the position in the vascular axis direction, and the vascular-activity occurrence X-ray image acquired at timing when the imaging core is positioned at the position in the vascular axis direction. 3. The imaging apparatus for diagnosis according to claim 2 , wherein the processor is configured to: determine whether or not the timing when the imaging core is positioned at the position in the vascular axis direction is vascular-activity occurrence timing; and switch a display form of a radially-directed cross-sectional image in accordance with a determination result of whether or not the imaging core is positioned at the position in the vascular axis direction is the vascular-activity occurrence timing. 4. The imaging apparatus for diagnosis according to claim 3 , wherein the processor is configured to: switch any one of a frame color, an index color, and a background color for displaying the radially-directed cross-sectional image, based on the timing when the imaging core is positioned at the position in the vascular axis direction is the vascular-activity occurrence timing. 5. The imaging apparatus for diagnosis according to claim 1 , wherein when Fx (i) represents an ith target X-ray image in imaged sequence and Fx (i, x, y) represent pixel values of coordinates (x, y) in a target X-ray image, the processor is configured to compute the following expression to obtain dissimilarity between the target X-ray image and an X-ray image immediately before the target X-ray image: D (i)=ΣΣ{Fx (i, x, y)−Fx (i−1, x, y)} 2 , ΣΣ represents a sum total of computation results for all the coordinates; and when dissimilarity D (i) and a threshold value Th set in advance are compared to each other resulting in a relationship of D (i)>Th, it is determined that the vascular activity occurs in the target X-ray image Fx (i). 6. The imaging apparatus for diagnosis according to claim 1 , wherein the processor is configured to: generate a display excluding a vascular-activity occurrence site on the display; and delete an image at the position determined from axially-directed cross-sectional images, and display truncated images after deletion of the image. 7. The imaging apparatus for diagnosis according to claim 1 , wherein the processor is configured to: generate an image mark displayed at the vascular-activity occurrence site in the axial direction of the axially-directed cross-sectional image. 8. The imaging apparatus for diagnosis according to claim 7 , wherein the image mark shows a degree of magnitude of activity to be displayed at the vascular-activity occurrence site in the axial direction of the axially-directed cross-sectional image. 9. The imaging apparatus for diagnosis according to claim 1 , wherein the processor is configured to: generate a vascular-activity occurrence region in the axial direction of the axially-directed cross-sectional image, and wherein the vascular-activity occurrence region is displayed in color or a density different from the color or a density of a region having no vascular-activity occurrence. 10. The imaging apparatus for diagnosis according to claim 1 , wherein the X-ray imaging device is configured to acquire the X-ray images of a heart of the examinee in real time. 11. A method of controlling an imaging apparatus for diagnosis acquiring information of an inside of a blood vessel and reconstructing a vascular image by using an imaging core configured to emit light or ultrasound toward a lumen surface of a blood vessel and to detect reflection of the light or ultrasound, a probe configured to accommodate the imaging core, and a motor configured to rotate the imaging core and to move the imaging core along the probe at a predetermined velocity, the method comprising: continuously acquiring X-ray images of the examinee along a time axis while acquiring the information of the inside of the blood vessel by performing the rotation and the movement of the imaging core; specifying a vascular-activity occurrence X-ray image based on a degree of correlation of an adjacent X-ray image with respect to the time axis of the X-ray vascular-activity occurrence image which is acquired by the X-ray image acquisition step; determining a corresponding position of the moving imaging core for imaging timing of the vascular-activity occurrence X-ray image which is specified by the specification step; generating the axially-directed cross-sectional image along the vascular axis based on the information acquired through the rotation and the movement of the imaging core; and displaying a composite result of the axially-directed cross-sectional image which is generated by the generation step and an image which shows the corresponding position determined by the determination step on a display of the moving imaging core for imaging timing of the vascular-activity occurrence X-ray image. 12. The method according to claim 11 , comprising: generating an instruction regarding a position in a vascular axis direction in the axially-directed cross-sectional image which is displayed by the display, and displaying a vascular cross-sectional image on a plane orthogonal to a vascular axis at the position in the vascular axis direction, and the vascular-activity occurrence X-ray image acquired at timing when the imaging core is positioned at the position in the vascular axis direction. 13. The method according to claim 12 , comprising: determining whether or not the timing when the imaging core is positioned at the position in the vascular axis direction is vascular-activity occurrence timing; and switching a display form of a radially-directed cross-sectional image in accordance with a determination result of whether or not the imaging core is positione
using correlation, e.g. template matching or determination of similarity · CPC title
extracting a diagnostic or physiological parameter from medical diagnostic data · CPC title
combining images from an ionising-radiation diagnostic technique and a non-ionising radiation diagnostic technique, e.g. X-ray and ultrasound · CPC title
involving generating temporal series of image data · CPC title
adapted for acquisition of images from more than one imaging mode, e.g. combining MRI and optical tomography · CPC title
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