Apparatus and method of iterative image reconstruction using regularization-parameter control
US-9911208-B2 · Mar 6, 2018 · US
US10064596B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-10064596-B2 |
| Application number | US-201514863467-A |
| Country | US |
| Kind code | B2 |
| Filing date | Sep 24, 2015 |
| Priority date | Sep 30, 2014 |
| Publication date | Sep 4, 2018 |
| Grant date | Sep 4, 2018 |
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A method for controlling an X-ray dose of a CT scan includes: setting an initial X-ray dose; performing a first CT scan with the initial X-ray dose to obtain an initial scan image; setting a region of interest (ROI) in the initial scan image; calculating a subsequent X-Ray dose with image values of the ROI in the initial scan image; perform an additional CT scan with the calculated subsequent X-Ray dose to obtain an average image; before receiving an end instruction, repeating the following operations: recalculating a subsequent X-Ray dose with image values of the ROI in the average image and performing an additional CT scan with the calculated subsequent X-Ray dose to obtain a new average image; and saving the average image when receiving the end instruction.
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The invention claimed is: 1. A method for controlling an X-ray dose of a CT scan, the method comprises: setting an initial X-ray dose; performing a first CT scan with the initial X-ray dose to obtain an initial scan image; setting a region of interest (ROI) in the initial scan image; calculating a subsequent X-Ray dose with image values of the ROI in the initial scan image; performing an additional CT scan with the calculated subsequent X-Ray dose to obtain an average image; repeating the following operations before receiving an end instruction: recalculating a new subsequent X-Ray dose with image values of the ROI in the average image and performing an additional CT scan with the new subsequent X-Ray dose to obtain a new average image; and saving the new average image when receiving the end instruction; wherein the image values of the ROI comprise a parameter reflecting image noise of the ROI in the initial scan image or the average image; wherein calculating the subsequent X-Ray dose with image values of the ROI in the initial scan image comprises: calculating a standard deviation of image values of the ROI in the initial scan image as an initial standard deviation; setting a target standard deviation; calculating a scanning factor according to the initial standard deviation and the initial X-ray dose; and calculating the subsequent X-Ray dose with the initial standard deviation, the target standard deviation, and the scanning factor. 2. The method according to claim 1 , wherein a formula for calculating the standard deviation of image values of the ROI in the initial scan image as the initial standard deviation is: σ ori = σ = 1 N ∑ i = 1 N ( x i - x _ ) 2 ; wherein, the σ ori is the initial standard deviation; the σ is the standard deviation of image values of the ROI in the initial scan image; the N is a number of pixels in the ROI in the initial scan image; the x i is an image value of the i th pixel in the ROI in the initial scan image; and the x is an average image value of pixels in the ROI in the initial scan image. 3. The method according to claim 1 , wherein a formula for calculating the scanning factor according to the initial standard deviation and the initial X-ray dose is: σ ori 2 =D/R ori ; where, the σ ori is the initial standard deviation, the D is the scanning factor, and the R ori is the initial X-ray dose. 4. The method according to claim 1 , wherein a formula for calculating the subsequent X-Ray dose with the initial standard deviation, the standard deviation, and the scanning factor is: R ′ = { D 4 σ obj 2 - σ ori 2 , 4 σ obj 2 - σ ori 2 > 0 D σ ori 2 , 4 σ obj 2 - σ ori 2 ≤ 0 ; where, the R′ is the subsequent X-Ray dose, the D is the scanning factor, the σ obj is the target standard deviation, and the σ ori is the initial standard deviation. 5. The method according to claim 1 , wherein setting the target standard deviation comprises: setting the target standard deviation as 1/K of the initial standard deviation, wherein the K is an integer greater than or equal to 2. 6. The method according to claim 1 , wherein recalculating the new subsequent X-Ray dose with image values of the ROI in the average image comprises: calculating a standard deviation of image values of the ROI in the average image as a current standard deviation; and calculating the new subsequent X-Ray dose with the current standard deviation, the scanning
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