Patent ID: 11896323
Assignee: AIBOLIT TECHNOLOGIES, LLC
Field: Medical technology (Instruments)
Classification: CPC A  G | IPC A  G

Claim 10:
11. A method for providing a video overlay during at least one medical procedure performed on at least one patient, comprising:
receiving at least one live video of the at least one medical procedure performed on the at least one patient;
training a convolutional neural network to generate a training output that includes a predicted mask, wherein training dataset inputs include one or more RGB images including at least one mask marked by at least one medical professional;
reducing cross entropy by employing Binary Cross Entropy with label smoothing using the predicted mask and a true mask, wherein at least one hard class label is replaced with at least one soft label;
identifying, in real time, at least one target area and at least one area of danger on a surface or in at least one anatomical structure of the at least one patient by applying the training output to the at least one live video; and
using a computer hardware arrangement, providing the video overlay based on the identification of the at least one target area and the at least one area of danger.