System and method for image segmentation, bone model generation and modification, and surgical planning
A computer-implemented method of preoperatively planning a surgical procedure on a knee of a patient including determining femoral condyle vectors and tibial plateau vectors based on image data of the knee, the femoral condyle vectors and the tibial plateau vectors corresponding to motion vectors of the femoral condyles and the tibial plateau as they move relative to each other. The method may also include modifying a bone model representative of at least one of the femur and the tibia into a modified bone model based on the femoral condyle vectors and the tibial plateau vectors. And the method may further include determining coordinate locations for a resection of the modified bone model.
1. A computer-implemented method of preoperatively planning a surgical procedure on a knee of a patient, the knee joining together a femur having femoral condyles and a tibia having a tibial plateau, the surgical procedure comprising implanting an implant on at least one of the femur and the tibia as part of the procedure, the method comprising:
determining femoral condyle vectors and tibial plateau vectors based on image data of the knee, the femoral condyle vectors and the tibial plateau vectors corresponding to motion vectors of the femoral condyles and the tibial plateau as they move relative to each other;
modifying a bone model representative of at least one of the femur and the tibia into a modified bone model based on the femoral condyle vectors and the tibial plateau vectors; and
determining coordinate locations for a resection of the modified bone model.
2. The method of claim 1 , wherein modifying the bone model comprises modifying a shape of femoral condyles of the bone model.
3. The method of claim 1 , wherein modifying the bone model comprises modifying a shape of a tibial plateau of the bone model.
4. The method of claim 1 , wherein modifying the bone model comprises restoring a surface of the bone model to a less degenerated state.
5. The method of claim 1 , wherein the bone model is a femoral bone model and a tibial bone model.
6. The method of claim 1 , wherein the modified bone model includes a modification to a surface profile of the bone model.
7. The method of claim 6 , wherein the modified bone model is a restored bone model with the surface profile being modified from a degenerated state to a less degenerated state.
8. The method of claim 1 , wherein modifying the bone model into a modified bone model comprises:
determining reference information from a reference portion of the bone model representative of the at least one of the femur and the tibia in a degenerated state; and
using the reference information to restore a degenerated portion of the bone model into a restored portion representative of the degenerated portion in a less degenerated state.
9. The method of claim 1 , wherein the image data of the knee comprises two dimensional image views of the knee, and the femoral condyle vectors and tibial plateau vectors are determined based on an analysis of geometric features of the femoral condyles and tibial plateau in the two dimensional image views of the knee.
10. The method of claim 1 , wherein determining coordinate locations for a resection of the modified bone model comprises: aligning points on an implant model with corresponding points on the modified bone model, wherein the implant model is positioned and oriented relative to the modified bone model in a coordinate system that is reflective of the implant being implanted on the femur.
11. The method of claim 10 , wherein the points on the modified bone model comprise a first point at a most distal location on a condylar surface of the modified bone model and a second point on a location on the condylar surface of the modified bone model that is proximal to the first point.
12. The method of claim 10 , wherein the points on the implant model comprise a third point at a most distal location on a condylar surface of the implant model and a fourth point on a location on the condylar surface of the implant model that is proximal to the third point.
13. The method of claim 1 , wherein determining coordinate locations for a resection of the modified bone model comprises: aligning a point on an implant model with a corresponding point on the modified bone model, wherein the implant model is positioned and oriented relative to the modified bone model in a coordinate system that is reflective of the implant being implanted on the tibia.
14. The method of claim 13 , wherein the point on the modified bone model comprise a first point at a most distally recessed location on a condylar surface of the modified bone model.
15. The method of claim 13 , wherein the point on the implant model comprises a second point at a most distally recessed location on a condylar surface of the implant model.
16. The method of claim 1 , wherein the image data of the knee comprises preoperatively generated medical images.
17. The method of claim 1 , wherein determining coordinate locations for a resection of the modified bone model comprises automatically identifying a preliminary position and orientation of the resection.
18. A method of planning and performing a surgical procedure on a knee of a patient, the knee joining together a femur having femoral condyles and a tibia having a tibial plateau, the method comprising:
performing a motion analysis of the knee, whereby a 3D bone model representing at least one of the femur and tibia is modified into a modified 3D bone model based on the motion analysis of the knee; and
determining coordinate locations for a resection of the modified bone model.
19. The method of 18 , wherein performing the motion analysis of the knee comprises using a computer to determine femoral condyle vectors and tibial plateau vectors corresponding to motion vectors of the femoral condyles and the tibial plateau as they move relative to each other.
20. The method of claim 19 , wherein the bone model is modified into the modified bone model based on femoral condyle vectors and tibial plateau vectors.
21. The method of claim 18 , further comprising performing the surgical procedure including cutting a physical resection on the patient at the knee at a location that corresponds to the resection of the modified bone model.