Performing defect-free image reconstruction using artificial intelligence

A medical imaging system comprising:

• an imaging unit;
• and
• a processing circuit comprising a processor coupled to a memory device storing instructions thereon that, when executed, cause the processing circuit to perform operations comprising:
• receiving image data of a subject, the image data obtained using the imaging unit;
• identifying an abnormality within the image data;
• determining a cause of the abnormality within the image data;
• and
• correcting, using an artificial intelligence model, the abnormality based on the cause of the abnormality, wherein the artificial intelligence model is configured to correct for abnormalities within the image data that are respectively caused by one or more hardware components, by one or more software components, and by the subject.

A method for performing medical image reconstruction, the method comprising:

• receiving, by a processing circuit of a medical imaging system, image data obtained using the medical imaging system;
• identifying, by the processing circuit, an abnormality within the image data;
• determining, by the processing circuit, a cause of the abnormality within the image data;
• correcting, by the processing circuit using an artificial intelligence model, the abnormality based on the cause of the abnormality, wherein the artificial intelligence model is configured to correct for abnormalities within the image data that are respectively caused by one or more hardware components, by one or more software components, and by a subject;
• and
• reconstructing an output image based on the image data with the corrected abnormality.