US 12,229,962 B1
Apparatus and method for leveraging a repository of images containing implant devices in a human body
Murali Aravamudan, Andover, MA (US); and Ajit Rajasekharan, West Windsor, NJ (US)
Assigned to nference, Inc., Cambridge, MA (US)
Filed by nference, Inc., Cambridge, MA (US)
Filed on Aug. 19, 2024, as Appl. No. 18/808,442.
Int. Cl. G06K 9/00 (2022.01); G06T 7/00 (2017.01); G06T 7/73 (2017.01); G16H 50/70 (2018.01)
CPC G06T 7/0016 (2013.01) [G06T 7/74 (2017.01); G16H 50/70 (2018.01); G06T 2200/24 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30052 (2013.01)] 20 Claims
OG exemplary drawing
 
1. An apparatus for leveraging a repository of images containing implant devices in a human body, the apparatus comprising:
at least a processor; and
a memory communicatively connected to the at least a processor, wherein the memory contains instructions configuring the at least a processor to:
receive a plurality of sets of historical subject data, wherein the plurality of sets of historical subject data comprises:
historical image data and historical textual data related to an implant device implanted in a subject's body;
classify the plurality of sets of historical subject data into one or more implant cohorts;
generate implant training data using the plurality of sets of classified historical subject data in the one or more implant cohorts, wherein the implant training data comprises exemplary historical image data correlated to exemplary historical textual data;
train an implant machine-learning model using the implant training data;
receive an inquiry datum from a user, wherein the inquiry datum comprises current subject data; and
generate an output datum as a function of the inquiry datum using the trained implant machine-learning model, wherein the output datum is related to a position of the implant device.