System and method for reducing or eliminating streak artifacts and illumination inhomogeneity in CT imaging
View Patent ↗In CT (computed tomography) images, streak artifacts caused by the presence of metal implants and inhomogeneous estimation of tissue density are reduced or eliminated. The algorithm has two basic steps: 1) illumination correction and 2) adaptive 3D filtering. The algorithm starts by estimating the direction of the streak and the degree of inhomogeneous densities by gray scale morphology dilatation. Then, it proceeds to estimate the correct densities based on the estimations and to reduce the streak by an adaptive 3D filtering whose parameters depend on the streak direction and the local image contrast.
1. A method for imaging an object while reducing artifacts caused by prostheses or metal parts and improving a uniformity of illumination in the image, the method comprising:
(a) receiving raw imaging data from the object;
(b) estimating an illumination function from the raw imaging data to remove the artifacts caused by the prostheses or metal parts;
(c) correcting the raw imaging data in accordance with the estimated illumination function to obtain an illumination corrected image in which the artifacts caused by the prostheses or metal parts have been removed;
(d) preparing an adaptive filter from the illumination corrected image; and
(e) preparing a final processed image from the adaptive filter and the illumination corrected image.
2. The method of claim 1 , wherein the step of receiving the raw imaging data is performed through computed tomography.
3. The method of claim 1 , wherein the object is a body part.
4. The method of claim 1 , wherein the final processed image at each point is a function of the adaptive filter and the illumination corrected image at that point and at adjacent points.
5. The method of claim 1 , wherein step (e) comprises applying the adaptive filter to the illumination corrected image a plurality of times.
6. A system for imaging an object while reducing artifacts caused by prostheses or metal parts and improving a uniformity of illumination in the image, the system comprising:
an input for receiving raw imaging data;
a processor for estimating an illumination function from the raw imaging data to remove the artifacts caused by the prostheses or metal parts, correcting the raw imaging data in accordance with the estimated illumination function to obtain an illumination corrected image in which the artifacts caused by the prostheses or metal parts have been removed, preparing an adaptive filter from the illumination corrected image, and preparing a final processed image from the adaptive filter and the illumination corrected image; and
an output for outputting the final processed image.
7. The system of claim 6 , wherein the final processed image at each point is a function of the adaptive filter and the illumination corrected image at that point and at adjacent points.
8. The system of claim 6 , wherein the processor prepares the final processed image by applying the adaptive filter to the illumination corrected image a plurality of times.