Technologies for medical device usage tracking and analysis

A system for medical device usage monitoring, the system comprising a capture device, a base station device, and an analytics server, wherein:

• the capture device comprises a camera device and a capture engine to (i) capture image capture data, wherein the image capture data is indicative of a time series of images representing a monitored location of an operating room, and (ii) transmit the image capture data to the base station device;
• the base station device comprises:
• (i) a capture interface to receive the image capture data from the image capture device;
• (ii) a recognition engine to recognize a medical device in the image capture data with a machine learning model to generate recognition data, wherein to recognize the medical device comprises to determine whether any medical device of a predetermined library of medical devices is represented in the image capture data, wherein the recognition data is indicative of whether the medical device is represented at the monitored location at a corresponding time in the image capture data, wherein the recognition data comprises a binary vector, and wherein each bit of the binary vector corresponds to a medical device of the predetermined library of medical devices;
• and (iii) an analytics interface to transmit the recognition data to the analytics server;
• and
• the analytics server comprises:
• (i) a recognition interface to receive the recognition data from the base station device;
• and (ii) an inference engine to generate medical device usage data based on the recognition data, wherein the medical device usage data is indicative of a usage label associated with the medical device for each corresponding time of the recognition data, wherein the usage label is indicative an in-use status when the medical device is not represented at the monitored location at the corresponding time and was represented at the monitored location at a first time earlier than the corresponding time.