Image analysis and insight generation
AssigneeNorthwestern Memorial Healthcare
InventorMozziyar ETEMADI
Life of this patent
Estimating the term…
Abstract
Approaches for analyzing an input image and providing one or more outputs related to the input image are provided. In accordance with an exemplary embodiment, an input image may be received and analyzed, using a trained machine learning model, to generate an inference related to the image. Based, at least in part, upon the generated inference, one or more reports related to the inference can be generated and provided for presentation on a user device. A user can interact with the report in a conversational manner with the computer system to generate additional reports or insights related to the input image.
Claims20
A computer-implemented method, comprising:
- receiving an input image;
- receiving a request for at least one insight related to the input image;
- analyzing the input image to detect one or more anomalies present in the input image;
- utilizing at least one neural network to infer information associated with the input image;
- generating a plurality of reports related to the input image based, at least in part, upon the inferred information, wherein each of the plurality of reports have at least one associated metric.
A computer-implemented method, comprising:
- receiving an input image;
- generating, using a machine learning model, at least one inference associated with the image;
- providing a first output for display based, at least in part, upon the at least one inference;
- receiving at least one interaction with the first output;
- and
- providing at least one second output for display in response to the received at least one interaction.
A computer-implemented method, comprising:
- training a machine learning model on a set of training data, wherein the set of training data includes individual token values and one or more groupings of the individual token values;
- receiving an input image;
- analyzing, using the trained machine learning model, the input image;
- receiving an output associated with the analyzed input image;
- sampling at least a first subset of data received in the output, wherein a second subset of data in the output is excluded from the sampling;
- and
- generating a report associated with the input image based, at least in part, upon the sampled first subset of data.
Dependencies are inferred from the claim text.