X-ray CT apparatus, information processing device and information processing method
An X-ray computed tomography (CT) apparatus according to an embodiment includes an X-ray generator, an X-ray detector and processing circuitry. The X-ray generator irradiates X-rays to a subject. The X-ray detector detects the X-rays that have passed through the subject. The processing circuitry calculates an estimated spectrum based on an irradiation spectrum, an estimated length and information indicating a distortion of a spectrum occurring in a path of the X-rays passing through the subject, the estimated length representing an estimated value of an X-ray transmission length of a material of decomposition target. The processing circuitry determines an X-ray transmission length of the material of decomposition target based on the estimated spectrum and a detected spectrum that is a spectrum after the X-rays have passed through the subject and that is detected by the X-ray detector.
1. An X-ray computed tomography (CT) apparatus comprising:
an X-ray generator configured to irradiate X-rays to a subject;
an X-ray detector configured to detect X-rays that have passed through the subject; and
processing circuitry configured to
calculate an estimated spectrum based on an irradiation spectrum, an estimated length and information indicating a distortion of a spectrum occurring in a path of the X-rays passing through the subject, the estimated spectrum being estimated as a spectrum after the X-rays have passed through the subject, the irradiation spectrum being a spectrum before reaching the subject among spectra indicating a distribution of number of photon counts for each energy of the X-rays, the estimated length representing an estimated value of an X-ray transmission length of a material of decomposition target,
determine the X-ray transmission length of the material of decomposition target based on the estimated spectrum and a detected spectrum that is a spectrum after the X-rays have passed through the subject and that is detected by the X-ray detector, and
calculate an error between the estimated spectrum and the detected spectrum based on a difference between the detected spectrum and the estimated spectrum in number of photon counts for each energy, and based on a weighting coefficient corresponding to an energy based on a characteristic of the material, the weighting coefficient for an energy with an energy difference from an energy corresponding to a K-edge not exceeding a first threshold being smaller than weighing coefficients of other energies, wherein
the X-ray transmission length of the material is determined based on the calculated error.
2. The X-ray CT apparatus according to claim 1 , wherein a distortion of the spectrum that occurs in the path of the X-rays passing through the subject is attributed to at least one of a response characteristic of the X-ray detector and an attenuation of the X-rays passing through the subject.
3. The X-ray CT apparatus according to claim 1 , wherein the processing circuitry is configured to specify the estimated length with the error not exceeding a threshold as the X-ray transmission length of the material.
4. The X-ray CT apparatus according to claim 1 , wherein the processing circuitry is configured to specify the estimated length in which the error is smallest as the X-ray transmission length of the material.
5. The X-ray CT apparatus according to claim 1 , wherein
the processing circuitry is configured to
update the estimated length based on the determined X-ray transmission length,
repeat a series of processing including: updating the estimated length; calculating the estimated spectrum based on the updated estimated length; calculating the error; and determining the X-ray transmission length, until a predetermined condition is satisfied, and
specify the estimated length when the predetermined condition is satisfied, as the X-ray transmission length of the material.
6. The X-ray CT apparatus according to claim 5 , wherein the predetermined condition is satisfied when a difference between the error calculated and the error calculated previously is within a predetermined fluctuation range.
7. The X-ray CT apparatus according to claim 5 , wherein the predetermined condition is satisfied when the series of processing is repeated for a predetermined number of times.
8. The X-ray CT apparatus according to claim 3 , wherein the processing circuitry is configured to calculate the estimated spectrum by attenuating the irradiation spectrum in accordance with a linear attenuation coefficient of the material and the estimated length, and by distorting a resultant spectrum in accordance with a distortion indicated by the information.
9. The X-ray CT apparatus according to claim 3 , wherein the processing circuitry is configured to calculate the error based on a difference between the detected spectrum and the estimated spectrum in number of photon counts for each energy.
10. The X-ray CT apparatus according to claim 1 , wherein the processing circuitry is configured to calculate the error based on the weighting coefficient, the weighting coefficient for another energy with an energy difference from the energy corresponding to the K-edge being equal to or larger than the first threshold and equal to or smaller than a second threshold being larger than weighting coefficients of other energies.
11. The X-ray CT apparatus according to claim 1 , wherein
the detected spectrum represents a number of photon counts in each energy band with a first energy width, and
the irradiation spectrum represents a number of photon counts in each energy band with a second energy width that is equal to or smaller than the first energy width.
12. The X-ray CT apparatus according to claim 1 , wherein each of the detected spectrum and the irradiation spectrum indicates a number of photon counts for an energy width of 1 keV.
13. The X-ray CT apparatus according to claim 1 , wherein the processing circuitry is configured to generate a display image that is in accordance with the X-ray transmission length.
14. The X-ray CT apparatus according to claim 1 , wherein the processing circuitry is configured to
receive an input of a type information indicating a type of the material of decomposition target, and
calculate the estimated spectrum based on the irradiation spectrum, the estimated length of the material indicated by the type information, and the information.
15. An information processing device comprising:
processing circuitry configured to
calculate an estimated spectrum based on an irradiation spectrum, an estimated length and information indicating a distortion of the spectrum occurring in a path of X-rays passing through a subject, the estimated spectrum being estimated as a spectrum after X-rays have passed through a subject, the irradiation spectrum being a spectrum before reaching the subject among spectra indicating a distribution of number of photon counts for each energy of X-rays irradiated to the subject from an X-ray generator, the estimated length representing an estimated value of an X-ray transmission length of a material of decomposition target,
determine the X-ray transmission length of the material of decomposition target based on the estimated spectrum and a detected spectrum of X-rays detected on an X-ray detector detecting X-rays having passed through the subject,
calculate an error between the estimated spectrum and the detected spectrum based on a difference between the detected spectrum and the estimated spectrum in number of photon counts for each energy, and based on a weighting coefficient corresponding to an energy based on a characteristic of the material, the weighting coefficient for an energy with an energy difference from an energy corresponding to a K-edge not exceeding a first threshold being smaller than weighing coefficients of other energies, wherein
the X-ray transmission length of the material is determined based on the calculated error.
16. An information processing method performed by processing circuitry, the method comprising:
calculating an estimated spectrum based on an irradiation spectrum, an estimated length and information indicating a distortion of the spectrum occurring in a path of X-rays passing through a subject, the estimated spectrum being estimated as a spectrum after X-rays have passed through a subject, the irradiation spectrum being a spectrum before reaching the subject among spectra indicating a distribution of number of photon counts for each energy of X-rays irradiated to the subject from an X-ray generator, the estimated length representing an estimated value of an X-ray transmission length of a material of decomposition target,
calculating an error between the estimated spectrum and a detected spectrum based on a difference between the detected spectrum and the estimated spectrum in number of photon counts for each energy, and based on a weighting coefficient corresponding to an energy based on a characteristic of the material, the weighting coefficient for an energy with an energy difference from an energy corresponding to a K-edge not exceeding a first threshold being smaller than weighing coefficients of other energies, and
determining an X-ray transmission length of the material of decomposition target based on the calculated error, the estimated spectrum, and the detected spectrum, the detected being a spectrum of X-rays detected on an X-ray detector detecting X-rays having passed through the subject.