Helical CT Streak Artifact Reduction via Adaptive Upsampling
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Solution Overview
Problem
Helical Cone Beam Computer Tomography (CT) systems suffer from streak artifacts due to the singularity of cone beam weighting functions at Z-positions near the image plane, especially when the rotation is two or more, leading to inaccuracies and noise in image reconstruction.
Innovation Solution
The implementation of a multi-slice X-ray CT apparatus that uses upsampling to add data values for hypothetical rows, thereby stabilizing the cone beam weighting function and reducing streak artifacts by interpolating additional data points near the image plane, particularly using a predetermined number and width of additional data points determined by parameters like Ufactor and Uview.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If cone beam weighting function is used with rotation equal to or more than two, then detector utilization is improved, but streak artifacts are generated due to singularity at Z-positions near the image plane
Solution Approach 1:
The patent applies preliminary action by performing upsampling of projection data before the cone beam weighting step. By interpolating additional data points in advance, the method ensures that sufficient data is available to compute accurate weighting values, preventing the singularity problem that causes streak artifacts while maintaining high detector utilization
2Measurement precision
If image plane projects to a small fraction of the detector row, then reconstruction accuracy is improved, but CBW weight function becomes narrower than detector size causing inaccuracies
Solution Approach 1:
The patent applies dimensionality change by upsampling the projection data in the detector row dimension. When the image plane projects to a small fraction of the detector row, the method interpolates additional data points along the detector row direction, effectively increasing the sampling density in that dimension to maintain accurate weight function computation
3Object-affected harmful factors
If non-linear form of uCBW is used, then cone beam artifacts are reduced, but inaccuracies cannot be accurately determined for all image pixels
Solution Approach 1:
The patent applies preliminary action by performing upsampling before the non-linear uCBW computation. By pre-interpolating the projection data to increase sampling density, the method ensures that the non-linear weight function can be accurately evaluated for all image pixels, including those that would otherwise fall between original data points
Data Source
AI summary
Streak artifacts arise in helical CT reconstruction with cone beam weighting (CBW) with helical pitch ratio between 0.5 and 1.0 in a prevalent 2PI mode. The sreak artifacts are substantially removed by applying upsampling to the measured data in the segment direction before weighting. Furthermore, by making the upsampling adaptive to the view Z-position, an amount of extra processing is greatly reduced to near 1%.


