Systems and methods for performing optimal anchor-prior matching operations
AssigneeOptum, Inc.
InventorsDavid Dubois, Sara Daneshvar, Paul Alain Vial, Jaime Lea Ekis
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Abstract
Systems, methods, and apparatuses implementing a display optimization system are provided herein. In some embodiments, an example display optimization system may be configured to perform an optimal anchor-prior matching operation to identify optimal anchor-prior image pairs or series pairs from new medical imaging data (e.g., one or more anchor image series) and historical medical imaging data (e.g., one or more prior image series).
Claims20
A computer-implemented method for identifying at least one optimal anchor-prior image pair or series pair, the computer-implemented method comprising:
- receiving, by one or more processors, new medical imaging data;
- extracting, by the one or more processors, one or more features from the new medical imaging data;
- receiving, by the one or more processors, an indication of a selected anchor study comprising one or more anchor image series, wherein the selected anchor study comprises at least some of the new medical imaging data;
- retrieving, by the one or more processors, a prior study comprising one or more prior image series corresponding with the selected anchor study;
- performing, by the one or more processors and using one or more machine learning model components, an optimal anchor-prior matching operation based at least on the extracted one or more features associated with the one or more anchor image series and the one or more prior image series;
- and
- outputting, by the one or more processors, the at least one optimal anchor-prior image pair or series pair.
A display optimization system comprising:
- one or more processors;
- and
- one or more memories storing processor-executable instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
- receiving new medical imaging data;
- extracting one or more features from the new medical imaging data;
- receiving an indication of a selected anchor study comprising one or more anchor image series, wherein the selected anchor study comprises at least some of the new medical imaging data;
- retrieving a prior study comprising one or more prior image series corresponding with the selected anchor study;
- performing, using one or more machine learning model components, an optimal anchor-prior matching operation based on the extracted one or more features associated with the one or more anchor image series and the one or more prior image series;
- and
- outputting at least one optimal anchor-prior image pair or series pair.
One or more non-transitory, computer-readable media storing processor-executable instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising:
- receiving new medical imaging data;
- extracting one or more features from the new medical imaging data;
- receiving an indication of a selected anchor study comprising one or more anchor image series, wherein the selected anchor study comprises at least some of the new medical imaging data;
- retrieving a prior study comprising one or more prior image series corresponding with the selected anchor study;
- performing, using one or more machine learning model components, an optimal anchor-prior matching operation based at least on the extracted one or more features associated with the one or more anchor image series and the one or more prior image series;
- and
- outputting at least one optimal anchor-prior image pair or series pair.
Dependencies are inferred from the claim text.