Iterative volume image reconstruction using synthetic projection images
A method for imaging a subject obtains a first set of acquired projection images of a subject volume, wherein each projection image in the first set has a corresponding acquisition angle and forms an initial reconstructed volume image. A second set of synthetic projection images is generated according to processing of the acquired projection images and combined with the first set to form a combined set of projection images. The method augments the initial reconstructed image to form an improved reconstructed image by at least a first iteration of an iterative reconstruction process using the initial reconstructed image with the combined set of acquired and synthetic projection images and at least a subsequent iteration of the iterative reconstruction process using the first set of acquired projection images and fewer than, or none of, the second set of synthetic projection images. The improved reconstruction image is rendered on a display.
1. A method for imaging a subject, comprising:
accessing a first set of N acquired projection images of a subject volume over a range of angles about the subject, wherein each projection image in the first set is acquired at a corresponding acquisition angle;
forming an initial reconstructed image of the subject volume from the first set of projection images;
generating a second set of M synthetic projection images of the subject volume according to processing of the acquired projection images;
combining the first set of N acquired projection images with the second set of M synthetic projection images to form a combined set of (N+M) projection images;
augmenting the initial reconstructed image of the subject volume to form an improved reconstructed image of the subject volume by executing at least a first iteration of an iterative reconstruction process using the initial reconstructed image with the combined set of (N+M) projection images and at least a subsequent iteration of the iterative reconstruction process using the first set of N acquired projection images and fewer than, or none of, the second set of M synthetic projection images; and
rendering the improved reconstruction image of the subject on a display.
2. The method of claim 1 wherein accessing the first set of N projection images comprises acquiring the images using a cone-beam computed tomography system.
3. The method of claim 1 wherein forming the initial reconstructed image comprises using an analytic reconstruction method.
4. The method of claim 3 wherein generating the second set of M synthetic projection images comprises using forward projection through the initial reconstructed image.
5. The method of claim 1 wherein augmenting the initial reconstructed image comprises reducing the number of synthetic projection images with each successive iteration.
6. The method of claim 1 wherein augmenting the initial reconstructed image comprises executing at least one iteration without any synthetic images from the second set.
7. The method of claim 1 wherein generating the second set of M synthetic projection images comprises generating at least one synthetic projection image at an angle that is halfway between two adjacent acquired projection images in the first set.
8. The method of claim 1 further comprising transmitting or storing the improved reconstruction image data.
9. The method of claim 1 wherein forming the improved reconstructed image further comprises testing according to an objective function.
10. A method for imaging a subject, comprising:
obtaining a first set of N acquired projection images of a subject volume over a range of angles about the subject, wherein each projection image in the first set is acquired at a corresponding acquisition angle;
forming an initial reconstructed image of the subject volume from the first set of projection images using an analytic reconstruction method;
generating a second set of M synthetic projection images of the subject volume using forward projection through the initial reconstructed image, wherein one or more of the M synthetic projection images have corresponding angles between adjacent angles of two acquired projection images;
combining the first set of N acquired projection images with members of the second set of M synthetic projection images to form a combined set of projection images;
augmenting the initial reconstructed image of the subject volume to form an improved reconstructed image of the subject volume by executing at least a first iteration of an iterative reconstruction process using the initial reconstructed image with the combined set of acquired and synthetic projection images and at least a subsequent iteration of the iterative reconstruction process using the first set of N acquired projection images and fewer than, or none of, the second set of M synthetic projection images; and
rendering the improved reconstruction image on a display.
11. An imaging method, comprising:
acquiring a number N of projection images of a subject volume over a range of angles about the subject volume, wherein each projection image is acquired from a cone beam computed tomography system with the radiation source and detector disposed at a corresponding acquisition angle;
generating a number M of synthetic projection images of the subject volume by processing the N acquired projection images to form an initial reconstruction;
generating an improved reconstruction of the subject volume by iteratively applying an algebraic reconstruction to the initial reconstruction and varying the number of synthetic projection images used between two or more iterations of the algebraic reconstruction;
terminating the iterative algebraic reconstruction according to an optimized objective function; and
displaying, storing, or transmitting the improved reconstruction.
12. The method of claim 11 wherein the iterative algebraic reconstruction is a model-based iterative reconstruction.