Computer program, and image processing device and method
An analysis method is provided that ensures objective and quantitative analysis for analyzing time-series images. For implementing the method are provided an image data storage unit that stores therein image data on a plurality of time-series computed tomography (CT) images of an organ of a subject captured after a contrast medium has been administered; a target pixel extraction unit configured to extract an intra-organ pixel position, which is a position of a pixel in a region of the organ; a change-over-time determining unit configured to determine a change-over-time of a CT value of the pixel at the determined intra-organ pixel position, based on image data on the time series CT images in the plurality of frames; and a function approximation processing unit configured to determine an arrival time at which the contrast medium has arrived at an organ at the intra-organ pixel position and a base value, which is a CT value serving as a base of the pixel at the intra-organ pixel position, based on the determined change-over-time.
1. An image processing device comprising:
a data storage unit that stores image data on time-series computed tomography (CT) images in a plurality of frames of an organ of a subject captured after a contrast medium has been administered; and
at least one processing unit that executes instructions to perform data processing activities to make determinations comprising:
an intra-organ pixel position, which is a position of a pixel in a region of the organ;
a change-over-time of a CT value of the pixel at the intra-organ pixel position, based on image data on the time series CT images in the plurality of frames; and
as an upper limit frame, a predetermined frame after a sharp rise in the CT value in the change-over-time, the predetermined frame being a frame before a frame from which a maximum value of the CT value or a first peak value of the CT value in the change-over-time is detected;
an arrival time at which the contrast medium has arrived at the organ at the intra-organ pixel position and a base value, which is a CT value serving as a base of the pixel at the intra-organ pixel position, based on the change-over-time before the upper limit frame.
2. The image processing device according to claim 1 , the instructions further executable by the at least one processing unit to perform data processing activities to make determinations further comprising:
an approximate change-over-time before the upper limit frame with two or more functions,
wherein the arrival time and the base value are determined with the two or more functions.
3. The image processing device according to claim 1 , the instructions further executable by the at least one processing unit to perform data processing activities to make determinations further comprising:
an approximate change-over-time before the upper limit frame with a normal cumulative distribution function or a cumulative distribution function,
wherein the arrival time and the base value are determined with the normal cumulative distribution function or cumulative distribution function.
4. The image processing device according to claim 2 , wherein:
the determined change-over-time is approximated with an mth-order function (m being a number equal to or larger than three),
the upper limit frame is determined based on the mth-order function, and
the two or more functions include a linear and a quadratic function approximated to the mth-order function before the upper limit frame.
5. The image processing device according to claim 1 , the instructions further executable by the at least one processing unit to perform data processing activities to make determinations further comprising:
a region of interest (ROI) setting including a plurality of pixels in a blood vessel region through which blood flows into the organ,
wherein the change-over-time in the CT value is a change-over-time in an ROI value determined based on a CT value of the pixel in the ROI,
wherein the arrival time is an arrival time at which the contrast medium has arrived at the blood vessel region determined based on a change-over-time in the ROI value, and
wherein the base value is determined based on the CT value of the pixel in the blood vessel region.
6. The image processing device according to claim 1 , wherein a pixel with a CT value within a predetermined range is selected as the intra-organ pixel position in all the time-series CT images in the plurality of frames.
7. The image processing device according to claim 1 , wherein the intra-organ pixel position is selected based on a difference between a maximum value and a minimum value of the CT value in the plurality of time-series CT images.
8. The image processing device according to claim 1 , wherein
the organ is a heart, and
the times-series CT images in the plurality of frames are CT images captured in synchronization with an electrocardiogram.
9. The image processing device according to claim 2 , wherein a pixel with a CT value within a predetermined range is selected as the intra-organ pixel position in all the time-series CT images in the plurality of frames.
10. The image processing device according to claim 2 , wherein the intra-organ pixel position is selected based on a difference between a maximum value and a minimum value of the CT value in the plurality of time-series CT images.
11. The image processing device according to claim 2 , wherein
the organ is a heart, and
the times-series CT images in the plurality of frames are CT images captured in synchronization with an electrocardiogram.
12. The image processing device according to claim 3 , wherein a pixel with a CT value within a predetermined range is selected as the intra-organ pixel position in all the time-series CT images in the plurality of frames.
13. The image processing device according to claim 3 , wherein the intra-organ pixel position is selected based on a difference between a maximum value and a minimum value of the CT value in the plurality of time-series CT images.
14. The image processing device according to claim 3 , wherein
the organ is a heart, and
the times-series CT images in the plurality of frames are CT images captured in synchronization with an electrocardiogram.
15. An image processing method performed by an image processing device including a storage unit that stores therein image data on time-series computed tomography (CT) images in a plurality of frames, of an organ of a subject captured after a contrast medium has been administered, the image processing method comprising:
by the image processing device, determining an intra-organ pixel position, which is a position of a pixel in a region of the organ;
determining a change-over-time of a CT value of the pixel at the intra-organ pixel position, based on image data on the time series CT images in the plurality of frames;
determining, as an upper limit frame, a predetermined frame after a sharp rise in the CT value in the change-over-time, the predetermined frame being a frame before a frame from which a maximum value of the CT value or a first peak value of the CT value in the change-over-time is detected, and
determining an arrival time at which the contrast medium has arrived at an organ at the intra-organ pixel position and a base value, which is a CT value serving as a base of the pixel at the intra-organ pixel position, based on the change-over-time before the upper limit frame.
16. A method comprising:
storing image data of time-series computed tomography (CT) images in a plurality of frames of an organ of a subject captured after a contrast medium has been administered;
identifying an intra-organ pixel position which is a position of a pixel in a region of the organ;
calculating a change-over-time of a CT value of the pixel at the intra-organ pixel position based on image data on the time series CT images in the plurality of frames; and
determining, as an upper limit frame, a predetermined frame after a sharp rise in the CT value in the change-over-time, the predetermined frame being a frame before a frame from which a maximum value of the CT value or a first peak value of the CT value in the change-over-time is detected;
detecting an arrival time at which the contrast medium has arrived at the organ at the intra-organ pixel position and a base value, which is a CT value serving as a base of the pixel at the intra-organ pixel position, based on the change-over-time; and
outputting a data representation of at least the detected arrival time of the contrast medium.