PSEUDO DATA GENERATION APPARATUS, PSEUDO DATA GENERATION METHOD, AND NON-TRANSITORY STORAGE MEDIUM

1 . A pseudo data generation apparatus comprising processing circuitry configured to:

collect a data set including data values of one or more dimensions; and

perform conversion of the data values of the one or more dimensions included in the data set, and

generate a pseudo physical parameter relating to each of one or more physical amounts.

2 . The pseudo data generation apparatus according to claim 1 , wherein the conversion is a linear sum of the data values of the one or more dimensions.

3 . The pseudo data generation apparatus according to claim 1 , wherein the conversion is performed by applying a trained model to the data values of the one or more dimensions, the trained model being trained so as to receive one or more pieces of data as an input and output one or more pseudo physical parameters.

4 . The pseudo data generation apparatus according to claim 1 , wherein:

the data set is image data; and

the data values of the one or more dimensions include coordinate information and a pixel value in each pixel in the image data.

5 . The pseudo data generation apparatus according to claim 4 , wherein:

one of the one or more physical amounts is a value proportional to a number of protons; and

the processing circuitry generates the pseudo physical parameter relating to the value proportional to the number of protons from the pixel value in the each pixel.

6 . The pseudo data generation apparatus according to claim 1 , wherein:

the data set is time-series data; and

the data values of the one or more dimensions include a sampling value in the time-series data.

7 . The pseudo data generation apparatus according to claim 1 , wherein the processing circuitry generates the pseudo physical parameter by allocating a predetermined value or a random value to some of the one or more physical amounts.

8 . The pseudo data generation apparatus according to claim 1 , wherein the one or more physical amounts are physical amounts for use in magnetic resonance simulation using a Bloch equation.

9 . The pseudo data generation apparatus according to claim 1 , wherein the one or more physical amounts include a value proportional to a number of protons, a longitudinal relaxation time or a longitudinal relaxation rate, and a transverse relaxation time or a transverse relaxation rate.

10 . The pseudo data generation apparatus according to claim 1 , wherein the one or more physical amounts are physical amounts for use in simulation relating to chemical shift measurement of molecules including metabolites in a living body.

11 . The pseudo data generation apparatus according to claim 10 , wherein the processing circuitry sets, for each of the molecules, a chemical shift amount specific to a molecule, and

generates the pseudo physical parameters for each of the molecules relating to a value proportional to a number of protons, a longitudinal relaxation time or a longitudinal relaxation rate, and a transverse relaxation time or a transverse relaxation rate.

12 . The pseudo data generation apparatus according to claim 1 , wherein the processing circuitry is further configured to execute magnetic resonance simulation using the pseudo physical parameters relating to each of the one or more physical amounts, and generate pseudo collection data simulating a magnetic resonance signal.

13 . The pseudo data generation apparatus according to claim 1 , wherein:

the one or more physical amounts are physical amounts relating to X-ray computed tomography including at least one of an atomic number and an effective atomic number; and

the processing circuitry generates the pseudo physical parameters relating to at least one of the atomic number and the effective atomic number.

14 . The pseudo data generation apparatus according to claim 13 , the processing circuitry is further configured to generate pseudo projection data through a projection process corresponding to an amount of incident X-rays and a linear attenuation coefficient of the X-rays for the pseudo physical parameters.

15 . A pseudo data generation method comprising:

collecting a data set including data values of one or more dimensions;

converting the data values of the one or more dimensions included in the data set; and

generating a pseudo physical parameter relating to each of one or more physical amounts.

16 . A non-transitory storage medium storing a program that causes processing circuitry to:

collect a data set including data values of one or more dimensions; and

convert the data values of the one or more dimensions included in the data set; and

generate a pseudo physical parameter relating to each of one or more physical amounts.