Image-based system for estimating surgical contact force
Systems and methods for estimating contact force on an anatomical structure during a surgical procedure are disclosed. A system may include at least one processor configured to receive, from at least one image sensor in an operating room, image data of a surgical procedure and analyze the received image data to determine an identity of an anatomical structure and to determine a condition of the anatomical structure as reflected in the image data. The processor may select a contact force threshold associated with the anatomical structure, the selected contact force threshold being based on the determined condition of the anatomical structure, receive an indication of actual contact force on the anatomical structure, and compare the indication of actual contact force with the selected contact force threshold. The processor may then output a notification based on a determination that the indication of actual contact force exceeds the selected contact force threshold.
1. A non-transitory computer readable medium including instructions that, when executed by at least one processor, cause the at least one processor to execute operations enabling estimating contact force on an anatomical structure during a surgical procedure, the operations comprising:
receiving, from at least one intracorporeal camera in an operating room, intracavitary image data of a surgical procedure;
analyzing the received intracavitary image data to determine an identity of an anatomical structure and to determine a condition of the anatomical structure as reflected in the intracavitary image data;
selecting a contact force threshold associated with the anatomical structure, the selected contact force threshold being based on the determined condition of the anatomical structure;
receiving an indication of actual contact force on the anatomical structure;
comparing the indication of actual contact force with the selected contact force threshold; and
outputting a notification based on a determination that the indication of actual contact force exceeds the selected contact force threshold.
2. The non-transitory computer readable medium of claim 1 , wherein the contact force threshold is associated with a tension level.
3. The non-transitory computer readable medium of claim 1 , wherein the contact force threshold is associated with a compression level.
4. The non-transitory computer readable medium of claim 1 , wherein the actual contact force is associated with a contact between a medical instrument and the anatomical structure.
5. The non-transitory computer readable medium of claim 1 , wherein the indication of actual contact force is estimated based on an image analysis of the intracavitary image data.
6. The non-transitory computer readable medium of claim 1 , wherein outputting the notification includes providing a real time warning to a surgeon conducting the surgical procedure.
7. The non-transitory computer readable medium of claim 1 , wherein the notification is an instruction to a surgical robot.
8. The non-transitory computer readable medium of claim 1 , wherein the operations further comprise determining from the intracavitary image data that the surgical procedure is in a fight mode, and wherein the notification is suspended during the fight mode.
9. The non-transitory computer readable medium of claim 1 , wherein the operations further comprise determining from the intracavitary image data that the surgeon is operating in a mode ignoring contact force notifications, and suspending at least temporarily, further contact force notifications based on the determination that the surgeon is operating in the mode ignoring contact force notifications.
10. The non-transitory computer readable medium of claim 1 , wherein selecting the contact force threshold is based on a location of contact between the anatomical structure and a medical instrument.
11. The non-transitory computer readable medium of claim 1 , wherein selecting the contact force threshold is based on an angle of contact between the anatomical structure and a medical instrument.
12. The non-transitory computer readable medium of claim 1 , wherein selecting the contact force threshold includes providing the condition of the anatomical structure to a regression model as an input, and selecting the contact force threshold based on an output of the regression model.
13. The non-transitory computer readable medium of claim 1 , wherein selecting the contact force threshold is based on a table of anatomical structures including corresponding contact force thresholds.
14. The non-transitory computer readable medium of claim 1 , wherein selecting the contact force threshold is based on actions performed by a surgeon.
15. The non-transitory computer readable medium of claim 1 , wherein the indication of actual contact force is received from a surgical tool.
16. The non-transitory computer readable medium of claim 1 , wherein the indication of actual contact force is received from a surgical robot.
17. The non-transitory computer readable medium of claim 1 , wherein the operations further comprise using a machine learning model trained using training examples to determine the condition of the anatomical structure in the intracavitary image data.
18. The non-transitory computer readable medium of claim 1 , wherein the operations further comprise using a machine learning model trained using training examples to select the contact force threshold.
19. A computer-implemented method for estimating contact force on an anatomical structure during a surgical procedure, the method including:
receiving, from at least one intracorporeal camera in an operating room, intracavitary image data of a surgical procedure;
analyzing the received intracavitary image data to determine an identity of an anatomical structure and to determine a condition of the anatomical structure as reflected in the intracavitary image data;
selecting a contact force threshold associated with the anatomical structure, the selected contact force threshold being based on the determined condition of the anatomical structure;
receiving an indication of actual contact force on the anatomical structure;
comparing the indication of actual contact force with the selected contact force threshold; and
outputting a notification based on a determination that the indication of actual contact force exceeds the selected contact force threshold.
20. A system for estimating contact force on an anatomical structure during a surgical procedure, the system including:
at least one processor configured to:
receive, from at least one intracorporeal camera in an operating room, intracavitary image data of a surgical procedure;
analyze the received intracavitary image data to determine an identity of an anatomical structure and to determine a condition of the anatomical structure as reflected in the intracavitary image data;
select a contact force threshold associated with the anatomical structure, the selected contact force threshold being based on the determined condition of the anatomical structure;
receive an indication of actual contact force on the anatomical structure;
compare the indication of actual contact force with the selected contact force threshold; and
output a notification based on a determination that the indication of actual contact force exceeds the selected contact force threshold.