| CPC G16H 30/40 (2018.01) [G06F 18/2133 (2023.01); G06N 20/00 (2019.01); G16H 10/60 (2018.01); G16H 50/30 (2018.01); G06N 3/084 (2013.01); G06V 10/82 (2022.01)] | 5 Claims |
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1. An apparatus comprising:
a memory embodying computer executable instructions; and
at least one processor, coupled to the memory, and operative by the computer executable instructions to facilitate a method of:
generating a translated medical image by operation of an illustrative model on an original medical record;
generating information based on whether the translated medical image is natural in a modality of medical imaging;
producing a back-translated medical record by operation of an interpretive model on the translated medical image;
calculating a reward by comparing the back-translated medical record to the original medical record;
updating parameters of the illustrative model in response to the information and the reward;
updating parameters of the interpretive model in response to the reward;
training the illustrative model and the interpretive model by repeatedly generating, producing, calculating, and updating until the parameters of the illustrative model and the parameters of the interpretive model converge; and
generating a plurality of translated medical images by operation of the trained illustrative model on a plurality of original medical records.
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