Systems and methods for non-compliance detection in a surgical environment

A system for determining non-compliance to surgical protocols in an operating room, the system comprising:

• one or more processors;
• a memory;
• and
• one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the one or more processors, the one or more programs including instructions for:
• receiving one or more images of the operating room captured by one or more cameras;
• detecting a surgical milestone associated with a surgery in the operating room using a first set of one or more trained machine-learning models based on the received one or more images;
• detecting one or more activities in the operating room using a second set of one or more trained machine-learning models based on the received one or more images;
• and
• determining, based on the detected one or more activities and a surgical protocol associated with the detected surgical milestone, that an instance of non-compliance to the surgical protocol has occurred in the operating room.

A non-transitory computer-readable storage medium storing one or more programs for determining non-compliance to surgical protocols in an operating room, the one or more programs comprising instructions, which when executed by one or more processors of an electronic device, cause the electronic device to:

• receive one or more images of the operating room captured by one or more cameras;
• detect a surgical milestone associated with a surgery in the operating room using a first set of one or more trained machine-learning models based on the received one or more images;
• detect one or more activities in the operating room using a second set of one or more trained machine-learning models based on the received one or more images;
• and
• determine, based on the detected one or more activities and a surgical protocol associated with the detected surgical milestone, that an instance of non-compliance to the surgical protocol has occurred in the operating room.