Medical procedure video searching using machine learning

A method, comprising:

• receiving, by a data processing system comprising one or more processors, coupled with memory, a search request comprising an image of a medical procedure and an indication of a type of the medical procedure;
• selecting, by the data processing system, based on the type of the medical procedure, a model trained to generate one or more search queries using images of the type of the medical procedure, the model selected from a plurality of models trained to generate search queries using images of medical procedures of different medical procedure types;
• generating, by the data processing system, responsive to the search request, a search query by executing the selected model with the image as an input;
• identifying, by the data processing system, based at least on the search query, one or more videos of the type of the medical procedure from a collection of videos;
• and
• displaying, by the data processing system, via a graphical user interface, the one or more videos of the type of the medical procedure.

A non-transitory computer-readable medium storing processor-executable instructions that, when executed by one or more processors, cause the one or more processors to:

• receive a search request comprising an image of a medical procedure and an indication of a type of the medical procedure;
• select, based on the type of the medical procedure, a model trained to generate one or more search queries using images of the type of the medical procedure, the model selected from a plurality of models trained to generate search queries using images of medical procedures of different medical procedure types;
• generate, responsive to the search request, a search query by executing the selected model with the image as an input;
• identify, based at least on the search query, one or more videos of the type of the medical procedure from a collection of videos;
• and
• display, via a graphical user interface, the one or more videos of the type of the medical procedure.