| abstract |
In some embodiments, a surgery assistance system is provided. The surgery assistance system comprises an image sensor, a video capture computing device, a notification computing device, and a machine learning (ML) processing computing device. The ML processing computing device is configured to receive video data, generate copies of the video data downsampled as appropriate for each of a plurality of machine learning models, process the copies of the video data using the machine learning models, and cause the notification computing device to provide at least one notification based on the machine learning models detecting at least one instance of an item. |