Image processing device, image processing method, and image processing program
An image processing device determines whether each tumor candidate regions detected from a plurality of tomographic images indicating a plurality of tomographic planes of an object is a tumor or a local mass of a mammary gland, selects a first tomographic image group from the plurality of tomographic images in a first region determined to be the tumor, selects a second tomographic image group from the plurality of tomographic images in a second region determined to be the local mass of the mammary gland, selects a third tomographic image group from the plurality of tomographic images in a third region other than the first region and the second region, and generates a composite two-dimensional image using the tomographic image groups selected for each of the first region, the second region, and the third region.
1. An image processing device comprising:
at least one processor,
wherein the processor detects a tumor candidate region from a plurality of tomographic images indicating a plurality of tomographic planes of an object,
determines whether each of the detected tumor candidate regions is a tumor or a local mass of a mammary gland,
selects three tomographic image groups comprising a first tomographic image group, a second tomographic image group, and a third tomographic image group, wherein:
the at least one processor selects the first tomographic image group from the plurality of tomographic images according to a first selection rule in which a first region determined to be the tumor is detected,
the at least one processor selects the second tomographic image group from the plurality of tomographic images according to a second selection rule in which a second region determined to be the local mass of the mammary gland is detected, and
the at least one processor selects the third tomographic image group from the plurality of tomographic images according to a third selection rule in which a third region other than the first region and the second region is detected, and
generates a composite two-dimensional image using the tomographic image groups selected for each of the first region, the second region, and the third region.
2. The image processing device according to claim 1 ,
wherein the first tomographic image group is a tomographic image group in which the tumor candidate region determined to be the tumor is detected among the plurality of tomographic images.
3. The image processing device according to claim 1 ,
wherein the second tomographic image group is a tomographic image group other than a tomographic image in which the tumor candidate region determined to be the local mass of the mammary gland is detected among the plurality of tomographic images.
4. The image processing device according to claim 2 ,
wherein the second tomographic image group is a tomographic image group other than a tomographic image in which the tumor candidate region determined to be the local mass of the mammary gland is detected among the plurality of tomographic images.
5. The image processing device according to claim 1 ,
wherein the second tomographic image group includes a tomographic image in which the tumor candidate region determined to be the local mass of the mammary gland is detected and a tomographic image of a layer adjacent to the tomographic image among the plurality of tomographic images.
6. The image processing device according to claim 2 ,
wherein the second tomographic image group includes a tomographic image in which the tumor candidate region determined to be the local mass of the mammary gland is detected and a tomographic image of a layer adjacent to the tomographic image among the plurality of tomographic images.
7. The image processing device according to claim 1 ,
wherein the second tomographic image group is the same tomographic image group as the third tomographic image group, and
the processor generates the composite two-dimensional image in which a density of the second region has been controlled to be close to a density of the third region.
8. The image processing device according to claim 2 ,
wherein the second tomographic image group is the same tomographic image group as the third tomographic image group, and
the processor generates the composite two-dimensional image in which a density of the second region has been controlled to be close to a density of the third region.
9. The image processing device according to claim 1 ,
wherein the third tomographic image group is all of the plurality of tomographic images, a tomographic image group, in which an absolute value of a difference between a pixel value of a pixel of interest and an average value of the pixel values of the pixels of interest in all of the plurality of tomographic images is equal to or greater than a preset threshold value, among the plurality of tomographic images, a group of a preset number of tomographic images in a descending order of a variance value of a pixel value of a region of interest including the pixel of interest among the plurality of tomographic images, or a tomographic image group including a pixel whose edge is detected by an edge detection process among the plurality of tomographic images.
10. The image processing device according to claim 2 ,
wherein the third tomographic image group is all of the plurality of tomographic images, a tomographic image group, in which an absolute value of a difference between a pixel value of a pixel of interest and an average value of the pixel values of the pixels of interest in all of the plurality of tomographic images is equal to or greater than a preset threshold value, among the plurality of tomographic images, a group of a preset number of tomographic images in a descending order of a variance value of a pixel value of a region of interest including the pixel of interest among the plurality of tomographic images, or a tomographic image group including a pixel whose edge is detected by an edge detection process among the plurality of tomographic images.
11. The image processing device according to claim 1 ,
wherein the processor performs control to display the generated composite two-dimensional image, and performs control to display a determination result of whether the tumor candidate region is the tumor or the local mass of the mammary gland on the composite two-dimensional image.
12. The image processing device according to claim 2 ,
wherein the processor performs control to display the generated composite two-dimensional image, and performs control to display a determination result of whether the tumor candidate region is the tumor or the local mass of the mammary gland on the composite two-dimensional image.
13. An image processing method executed by a processor included in an image processing device, the image processing method comprising:
detecting a tumor candidate region from a plurality of tomographic images indicating a plurality of tomographic planes of an object;
determining whether each of the detected tumor candidate regions is a tumor or a local mass of a mammary gland;
selecting three tomographic image groups comprising a first tomographic image group, a second tomographic image group, and a third tomographic image group, including:
selecting the first tomographic image group from the plurality of tomographic images according to a first selection rule in which a first region determined to be the tumor is detected;
selecting the second tomographic image group from the plurality of tomographic images according to a second selection rule in which a second region determined to be the local mass of the mammary gland is detected; and
selecting the third tomographic image group from the plurality of tomographic images according to a third selection rule in which a third region other than the first region and the second region is detected; and
generating a composite two-dimensional image using the tomographic image groups selected for each of the first region, the second region, and the third region.
14. A non-transitory computer-readable storage medium storing an image processing program that causes a processor included in an image processing device to execute a process comprising:
detecting a tumor candidate region from a plurality of tomographic images indicating a plurality of tomographic planes of an object;
determining whether each of the detected tumor candidate regions is a tumor or a local mass of a mammary gland;
selecting three tomographic image groups comprising a first tomographic image group, a second tomographic image group, and a third tomographic image group, including:
selecting the first tomographic image group from the plurality of tomographic images according to a first selection rule in which a first region determined to be the tumor is detected;
selecting the second tomographic image group from the plurality of tomographic images according to a second selection rule in which a second region determined to be the local mass of the mammary gland is detected; and
selecting the third tomographic image group from the plurality of tomographic images according to a third selection rule in which a third region other than the first region and the second region is detected; and
generating a composite two-dimensional image using the tomographic image groups selected for each of the first region, the second region, and the third region.