CPC G06F 18/2148 (2023.01) [G06F 18/214 (2023.01); G06F 18/2163 (2023.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01); G06T 11/00 (2013.01); G06V 10/774 (2022.01); G16H 30/40 (2018.01); G06V 2201/03 (2022.01)] | 20 Claims |
1. A system, comprising:
a processor that executes computer-executable instructions stored in a memory, which causes the processor to:
access an annotated source image;
generate a set of preliminary annotated training images based on the annotated source image, wherein each preliminary annotated training image is formed by inserting a respective permutation of visual objects into the annotated source image, wherein such visual objects include medical equipment or biological symptoms;
generate a set of intermediate annotated training images based on the set of preliminary annotated training images, wherein each intermediate annotated training image is formed by applying a respective permutation of modality characteristic variations to a respective preliminary annotated training image, wherein such modality characteristic variations include changes to image properties that depend upon settings or parameters of a medical imaging device that captured or generated the annotated source image; and
generate a set of deployable annotated training images based on the set of intermediate annotated training images, wherein each deployable annotated training image is formed by applying a respective permutation of geometric variations to a respective intermediate annotated training image, wherein such geometric variations include spatial transformations of image pixel grids.
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