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Considerations on the Search of a Fast Non-Iterative Inverse Discrete Radon Transform

Oscar Gomez-Cardenes,Jose Gil Marichal-Hernandez, Fernando Luis Rosa Gonzalez, Jung-Young Son, Rafael Perez Jimenez

REAL-TIME PROCESSING OF IMAGE, DEPTH, AND VIDEO INFORMATION 2024(2024)

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摘要
The present work aims to improve on the existing solutions for inverting the discrete Radon transform (DRT) by using less data, reducing computational cost, and ensuring well-conditioned and stable algorithms for the inversion. An analytical framework and a heuristic for finding possible inverse algorithms have been proposed. The study suggests an approach for finding a fast algorithm with a complexity of O(N-2 log(2) N) by analyzing operation trees for consecutive input sizes. The study also discusses the impact of noise on the proposed solutions, showing that the proposed algorithms lead to a better approximation than one iteration of Press' inversion for added random error up to 40% of the signal's magnitude. However, restricting the number of quadrants used in the algorithm leads to increased error.
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关键词
Radon Transform,Discrete Radon Transform,Inverse,Inverse Transform,DRT
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