Systems and methods for generating orthotic device models using simulated patient anatomy
The present disclosure relates to systems and methods for generating orthotic device models using simulated patient anatomy. In one implementation, a method comprises receiving images of a body part of a patient; deriving physical measurements from the images; generating anatomy model data of the body part using the physical measurements; and generating orthotic model data based on the anatomy model data, the orthotic model data being representative of an orthotic device.
1. A method of producing an orthotic device, the method comprising:
receiving, by a processing device, a plurality of images of a body part of a patient;
deriving, by the processing device, a plurality of physical measurements at least partially from the plurality of images;
performing, by the processing device, a biomechanical simulation of the body part based at least partially on the plurality of physical measurements to generate anatomy model data; and
generating, by the processing device, orthotic model data based on the biomechanical simulation, the orthotic model data being representative of the orthotic device.
2. The method of claim 1 , further comprising:
transmitting, by the processing device, the orthotic model data to a fabrication device to fabricate at least a portion of the orthotic device based on the orthotic model data.
3. The method of claim 1 , wherein the body part is a foot, and wherein the plurality of images comprises a medial image of the foot and a plantar image of the foot.
4. The method of claim 3 , wherein deriving the plurality of physical measurements further comprises:
scaling, by the processing device, the medial image and the plantar image based on a computed physical dimension of the foot; and
deriving, by the processing device, the plurality of physical measurements at least partially from the scaled medial image and the scaled plantar image.
5. The method of claim 1 , wherein the body part is a foot, wherein deriving the plurality of physical measurements comprises:
identifying, by the processing device, the foot and a fiducial marker within one of the plurality of images; and
computing, by the processing device, a physical dimension of the foot based on a known dimension of the fiducial marker.
6. The method of claim 5 , wherein computing the physical dimension of the foot comprises:
computing, by the processing device, a width of the foot based on the known dimension of the fiducial marker; and
computing, by the processing device, a length of the foot as a function of the width of the foot.
7. The method of claim 1 , wherein the body part is a foot, and wherein the plurality of physical measurements comprises an arch length, an arch width, an arch height, a ball length, a ball width, a heel length, and a heel width.
8. The method of claim 1 , wherein the body part is a foot, and wherein generating the anatomy model data comprises:
computing, by the processing device, a simulated model comprising a skeletal structure of the foot or key anatomical markers of the foot; and
modifying, by the processing device, the simulated model based on the plurality of physical measurements and patient data to generate the anatomy model data.
9. The method of claim 8 , wherein modifying the simulated model comprises:
warping, by the processing device, one or more renderings of the skeletal structure such that the simulated model is representative of the physical measurements of the patient data; and
computing, by the processing device, an exterior surface of the simulated model based on predicted locations of soft tissue with respect to the skeletal structure.
10. The method of claim 9 , wherein the predicted locations of soft tissue are predicted based on a body mass index of the patient.
11. The method of claim 10 , wherein generating the orthotic model data based on the anatomy model data comprises:
generating, by the processing device, the orthotic model data based on the computed exterior surface of the simulated model, wherein the orthotic model data is generated to be representative of a portion of the orthotic device that is shaped to match at least part of the computed exterior surface.
12. An orthotic device produced according to the method of claim 1 .
13. A system for producing an orthotic device, the system comprising:
a memory; and
a processing device operatively coupled to the memory, wherein the processing device is configured to:
receive a plurality of images of a body part of a patient;
derive a plurality of physical measurements at least partially from the plurality of images;
perform a biomechanical simulation of the body part based at least partially on the plurality of physical measurements to generate anatomy model data; and
generate orthotic model data based on the biomechanical simulation, the orthotic model data being representative of the orthotic device.
14. The system of claim 13 , wherein the processing device is configured to further:
transmit the orthotic model data to a fabrication device to fabricate at least a portion of the orthotic device based on the orthotic model data.
15. The system of claim 13 , wherein the body part is a foot, and wherein the plurality of images comprises a medial image of the foot and a plantar image of the foot, and wherein to derive the plurality of physical measurements, the processing device is further to:
scale the medial image and the plantar image based on a computed physical dimension of the foot; and
derive the plurality of physical measurements at least partially from the scaled medial image and the scaled plantar image.
16. The system of claim 13 , wherein the body part is a foot, and wherein to derive the plurality of physical measurements, the processing device is further to:
identify the foot and a fiducial marker within one of the plurality of images; and
compute a physical dimension of the foot based on a known dimension of the fiducial marker.
17. The system of claim 16 , wherein to compute the physical dimension of the foot, the processing device is further to:
compute a width of the foot based on the known dimension of the fiducial marker; and
compute a length of the foot as a function of the width of the foot.
18. The system of claim 13 , wherein the body part is a foot, and wherein to generate the anatomy model data, the processing device is further to:
compute a simulated model comprising a skeletal structure of the foot or key anatomical markers of the foot;
modify the simulated model based on the plurality of physical measurements and patient data to generate the anatomy model data;
warping one or more renderings of the skeletal structure such that the simulated model is representative of the physical measurements of the patient data; and
compute an exterior surface of the simulated model based on predicted locations of soft tissue with respect to the skeletal structure, wherein the predicted locations of soft tissue are predicted based on a body mass index of the patient.
19. The system of claim 18 , wherein to generate the orthotic model data based on the anatomy model data, the processing device is further to:
generate the orthotic model data based on the computed exterior surface of the simulated model, wherein the orthotic model data is generated to be representative of a portion of the orthotic device that is shaped to match at least part of the computed exterior surface.
20. A non-transitory computer-readable medium having instructions encoded thereon that, when executed by a processing device, cause the processing device to:
receive a plurality of images of a body part of a patient;
derive a plurality of physical measurements at least partially from the plurality of images;
perform a biomechanical simulation of the body part based at least partially on the plurality of physical measurements to generate anatomy model data; and
generate orthotic model data based on the biomechanical simulation, the orthotic model data being representative of an orthotic device.