Method for prior image constrained image reconstruction
View Patent ↗A method for reconstructing a high quality image from undersampled image data is provided. The image reconstruction method is applicable to a number of different imaging modalities. Specifically, the present invention provides an image reconstruction method that incorporates an appropriate prior image into the image reconstruction process. Thus, one aspect of the present invention is to provide an image reconstruction method that requires less number of data samples to reconstruct an accurate reconstruction of a desired image than previous methods, such as, compressed sensing. Another aspect of the invention is to provide an image reconstruction method that imparts the signal-to-noise ratio of a prior image to the desired image being reconstructed. Another aspect of the invention is to provide an image reconstruction method that, when practiced in the field of x-ray imaging, allows for exposing a subject to substantially less radiation dose than is required in conventional x-ray imaging techniques.
1. A method for reconstructing an image of a subject with an imaging system, the steps comprising:
a) acquiring image data from the subject with the imaging system;
b) selecting an estimate image of the subject;
c) selecting a prior image of the subject;
d) producing a sparsified image of the subject by calculating a difference between the prior image selected in step c) and the estimate image selected in step b); and
e) reconstructing an image of the subject using the sparsified image produced in step d), the estimate image selected in step b), and the image data acquired in step a).
2. The method as recited in claim 1 in which the prior image selected in step c) contains a priori information indicative of the image reconstructed in step e).
3. The method as recited in claim 1 in which step d) includes applying a sparsifying transform to the sparsified image.
4. The method as recited in claim 1 in which the medical imaging system is at least one of a magnetic resonance imaging (MRI) system, an x-ray computed tomography (CT) imaging system, and a C-arm x-ray imaging system.
5. The method as recited in claim 1 in which the image data acquired in step a) is undersampled image data.