Real-time deployment of machine learning systems

A method implemented by a system comprising of one or more processors, the method comprising:

• receiving multiple video frames for video data obtained from an image capture device, wherein the video frames depict imagery of an internal body cavity of a person;
• rendering a first display output depicting the imagery of the multiple video frames;
• performing an inference on the multiple video frames using a machine learning network;
• determining the occurrence of one or more objects in the multiple video frames based on the performed inference on the multiple video frames;
• in response to determining the occurrence of one or more objects, generating for a determined object, coordinates describing a bounding perimeter about the determined object;
• rendering a second display output depicting graphical information in a form corresponding to the coordinates of the bounding perimeter for the determined one or more objects from the multiple video frames;
• and
• generating a composite display output, wherein the composite display output includes the imagery of the first display output overlaid with the graphical information of the second display output.

A non-transitory computer storage medium comprising instructions that when executed by a system comprising one or more processors, cause the one or more processors to perform operations comprising:

• receiving multiple video frames for video data obtained from an image capture device, wherein the video frames depict imagery of an internal body cavity of a person;
• rendering a first display output depicting the imagery of the multiple video frames;
• performing an inference on the multiple video frames using a machine learning network;
• determining the occurrence of one or more objects in the multiple video frames based on the performed inference on the multiple video frames;
• in response to determining the occurrence of one or more objects, generating for a determined object, coordinates describing a bounding perimeter about the determined object;
• rendering a second display output depicting graphical information in a form corresponding to the coordinates of the bounding perimeter for the determined one or more objects from the multiple video frames;
• and
• generating a composite display output, wherein the composite display output includes the imagery of the first display output overlaid with the graphical information of the second display output.