Medical data processing apparatus, medical data processing method, and medical image diagnostic apparatus

1. A medical data processing apparatus, comprising:

processing circuitry configured to

obtain a compressed channel of data generated by compressing a plurality of first medical channels of data defined by a first domain representation, and respectively corresponding to a plurality of components, via an intermediate channel of data defined by a second domain representation; and

decode the compressed channel of data to a second medical channel of data defined by the first domain representation based on a conversion process from the plurality of first medical channels of data to the compressed channel of data,

wherein the processing circuitry is further configured to generate a decoded intermediate channel of data defined by the second domain representation by performing entropy decoding and inverse quantization on the compressed channel of data, and generate the second medical channel of data by performing inverse base conversion on the decoded intermediate channel of data.

2. The medical data processing apparatus according to claim 1 wherein:

the first domain representation includes a dimension of a spatial domain and a dimension of a component domain; and

the second domain representation includes a dimension of a spatial frequency domain.

3. The medical data processing apparatus according to claim 1 , wherein the processing circuitry is further configured to decode the compressed channel of data to the second medical channel of data with respect to all of the components or a selected component of the components.

4. The medical data processing apparatus according to claim 1 , wherein the processing circuitry is further configured to execute inverse orthogonal conversion as the inverse base conversion.

5. The medical data processing apparatus according to claim 1 , wherein the processing circuitry is further configured to use, as the inverse base conversion, a trained model trained in such a manner that the intermediate channel of data is input and the second medical channel of data is output.

6. The medical data processing apparatus according to claim 5 , further comprising:

a memory configured to store a plurality of trained models in such a manner that the trained models are correlated with a plurality of imaging body parts, wherein the processing circuitry is further configured to select, from the plurality of trained models, a trained model correlated with an imaging body part relating to the compressed channel of data.

7. The medical data processing apparatus according to claim 5 , wherein the processing circuitry is further configured to perform prediction in units of a number of rows in an X-ray detector or in units of blocks equal to an integral multiple of a number of echo trains.

8. The medical data processing apparatus according to claim 1 , wherein the plurality of first medical channels of data are generated in units of a number of rows in an X-ray detector or in units of blocks equal to an integral multiple of a number of echo trains.

9. The medical data processing apparatus according to claim 1 , wherein the plurality of components correspond to a plurality of tube voltages in a dual energy scan, a plurality of energy bins in photon counting CT, and a plurality of receiver channels in magnetic resonance imaging.

10. The medical data processing apparatus according to claim 1 , wherein the compressed channel of data contains information on all or part of the plurality of components.

11. The medical data processing apparatus according to claim 1 , wherein the processing circuitry is further configured to generate the compressed channel of data from the plurality of first medical channels of data.

12. A medical data processing method, comprising:

obtaining compressed data acquired by compressing a plurality of first medical channels of data defined by a first domain representation, and respectively corresponding to a plurality of components, via an intermediate channel of data defined by a second domain representation; and

decoding the compressed channel of data to the second medical channel of data defined by the first domain representation based on a conversion process from the plurality of first medical channels of data to the compressed channel of data,

wherein the method further comprises generating a decoded intermediate channel of data defined by the second domain representation by performing entropy decoding and inverse quantization on the compressed channel of data, and generating the second medical channel of data by performing inverse base conversion on the decoded intermediate channel of data.

13. A medical image diagnostic apparatus, comprising:

a gantry configured to acquire a plurality of first medical channels of data defined by a first domain representation, and respectively corresponding to a plurality of components; and

processing circuitry configured to generate compressed data by compressing the plurality of first medical channels of data via an intermediate channel of data defined by a second domain representation,

wherein the processing circuitry is further configured to generate the intermediate channel of data defined by the second domain representation by performing base conversion on the plurality of first medical channels of data to generate the compressed data by performing quantization and entropy coding on the intermediate channel of data.

14. The medical image diagnostic apparatus according to claim 13 , further comprising a display, wherein:

the processing circuitry is further configured to decode the compressed data to a second medical dataset defined by the first domain representation based on a conversion process from the plurality of first medical channels of data to the compressed data, and reconstruct a medical image based on the second medical channel of data; and

the display displays the medical image.