Techniques for generating superresolution presentations of medical procedure video data

A method of automatically generating high-resolution images of features of interest to accompany video data of a medical procedure of a given type, the method comprising:

• providing, by a computing system, the video data of the medical procedure to a first machine learning model trained to annotate features of interest;
• providing, by the computing system, annotated portions of the video data to a second machine learning model trained on past images of features of interest to produce superresolution images of features of interest;
• and
• generating, by the computing system, a presentation of the video data of the medical procedure that includes the superresolution images of the features of interest produced by the second machine learning model;
• wherein the presentation of the video data of the medical procedure that includes the superresolution images of the features of interest includes a zoomed inset version of at least one superresolution image.

A computing system, comprising:

• at least one processor;
• and
• a computer-readable medium having logic stored thereon that, in response to execution by the at least one processor, causes the computing system to perform actions comprising:
• receiving video data of a medical procedure;
• providing the video data of the medical procedure to a first machine learning model trained to annotate features of interest;
• providing annotated portions of the video data to a second machine learning model trained on past images of features of interest to produce superresolution images of features of interest;
• and
• generating a presentation of the video data of the medical procedure that includes the superresolution images of the features of interest produced by the second machine learning model;
• wherein the presentation of the video data of the medical procedure that includes the superresolution images of the features of interest includes a zoomed inset version of at least one superresolution image.