Prior image based three dimensional imaging
Described herein are technologies for facilitating three-dimensional imaging based on prior image data. In accordance with one aspect, deformable registration is performed to align three-dimensional (3D) image data to a sparse set of two-dimensional (2D) projection image data of at least one structure of interest. An iterative reconstruction scheme may then be performed to minimize a difference between the aligned 3D image data and the 2D image data.
1. An imaging system comprising:
a memory device that stores computer readable program code; and
a processor in communication with the memory device, the processor being operative with the computer readable program code to:
receive prior three-dimensional (3D) image data and a sparse set of two-dimensional (2D) projection image data of at least one structure of interest, wherein the sparse set of 2D image data is acquired after the 3D image data is acquired;
perform a deformable registration to align the 3D image data with the 2D image data; and
minimize a difference between the aligned 3D image data and the 2D image data by performing an iterative reconstruction scheme.
2. The system of claim 1 wherein the processor is further operative with the computer readable program code to acquire the prior 3D image data by performing intraoperative 3D mask and fill image acquisitions.
3. The system of claim 1 wherein the processor is further operative with the computer readable program code to acquire the prior 3D image data by retrieving pre-operative vessel-only 3D image data from a data source and performing an intraoperative fill 3D image acquisition.
4. The system of claim 1 wherein the processor is further operative with the computer readable program code to intraoperatively acquire the sparse set of 2D projection image data.
5. The system of claim 1 wherein the sparse set of 2D projection image data corresponds to two viewing angles.
6. The system of claim 1 wherein the processor is further operative with the computer readable program code to establish control points based on the 3D image data to drive the deformable registration.
7. The system of claim 6 wherein the processor is further operative with the computer readable program code to:
determine a centerline of the at least one structure of interest in the 3D image data; and
sparsify the centerline to generate the control points, to establish the control points.
8. The system of claim 6 wherein the processor is further operative with the computer readable program code to generate a local deformation field that transforms the prior 3D image data along the control points to align with a 2D projection image selected from the sparse set of 2D projection image data to perform the deformable registration.
9. The system of claim 8 wherein the processor is further operative with the computer readable program code to interpolate the local deformation field using a spline.
10. The system of claim 8 wherein the processor is further operative with the computer readable program code to:
project the control points onto the 2D projection image to generate projected control points;
determine a 2D centerline of the at least one structure of interest in the 2D projection image; and
determine differences between the projected control points and the 2D centerline, to generate the local deformation field.
11. The system of claim 10 wherein the processor is further operative with the computer readable program code to calculate an in-plane vector indicative of the direction of the 2D centerline for at least one of the projected control points to determine the differences between the projected control points and the 2D centerline.
12. The system of claim 11 wherein the processor is further operative with the computer readable program code to interpolate multiple in-plane vectors for multiple projected control points to establish a 3D representation of the local deformation field.
13. The system of claim 8 wherein the processor is further operative with the computer readable program code to calculate a global deformation field based on multiple local deformation fields corresponding to multiple 2D projection images selected from the sparse set of 2D projection image data.
14. The system of claim 1 wherein the processor is further operative with the computer readable program code to perform simultaneous algebraic reconstruction technique to perform the iterative reconstruction scheme.
15. The system of claim 1 wherein the structure of interest comprises a blood vessel.