X-ray CT Reconstruction Weight Standardization for Artifact Reduction

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Solution Overview

Problem

Existing X-ray CT techniques fail to account for differences in the sum of weights for each projection angle, leading to artifacts in tomographic images due to varying noise levels across different angles.

Innovation Solution

An X-ray CT apparatus and method that calculates a reconstruction weight based on projection data, incorporating a reliability weight standardized using the sum of weight coefficients for each projection angle to reduce weight differences across angles, thereby minimizing artifacts.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If weight values are determined based on projection data for each view to reduce noise, then noise reduction is achieved, but a difference in the sum of weights for each projection angle occurs causing artifacts

Engineering Contradiction:
Improvenoise reductionVSAvoidimage accuracy
Core Design Contradiction:
ReliabilityVSManufacturing precision

Solution Approach 1:

The patent applies parameter changes by introducing a normalization step that transforms the weight values. Specifically, the weight for each projection data is divided by the sum of weights for that projection angle, converting absolute weight values into normalized weights that maintain relative importance while ensuring consistency across different projection angles. This parameter transformation resolves the contradiction by preserving noise reduction benefits while eliminating the artifact-causing weight sum differences.

Inventive Principle:
Principle #35Parameter changes

2Manufacturing precision

If reconstruction weights are calculated to balance noise levels across projection angles, then image quality improves, but computational complexity increases

Engineering Contradiction:
Improveimage qualityVSAvoidcomputational complexity
Core Design Contradiction:
Manufacturing precisionVSDevice complexity

Solution Approach 1:

The patent applies segmentation by dividing the weight calculation process into distinct stages: first calculating individual weights for each projection data based on noise characteristics, then separately computing the sum of weights for each projection angle, and finally performing normalization by dividing individual weights by their respective angle sums. This segmented approach improves image quality through comprehensive noise balancing while managing computational complexity by organizing calculations into modular, systematic steps.

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS20240144554A1X-ray CT apparatus and tomographic image generation method
Publication Date: 2024.05.02 FUJIFILM CORP
  • US20240144554A1 patent drawing
  • US20240144554A1 patent drawing
  • US20240144554A1 patent drawing

AI summary

Provided are an X-ray CT apparatus and a tomographic image generation method capable of reducing a difference in a sum of weights for each projection angle in a tomographic image.There is provided an X-ray CT apparatus including: a projection data acquisition unit configured to acquire projection data of a subject; a reconstruction weight calculation unit configured to calculate a reconstruction weight based on the projection data; and an image generation unit configured to generate a tomographic image while weighting the projection data with the reconstruction weight, in which the reconstruction weight calculation unit is configured to calculate a reconstruction weight, which includes a reliability weight indicating a degree of reliability of the projection data, through standardization using a sum of weight coefficients obtained for each projection angle.