Title :
Comments on the filtered backprojection algorithm, range conditions, and the pseudoinverse solution
Author :
Anastasio, Mark A. ; Pan, Xiaochuan ; Clarkson, Eric
Author_Institution :
Dept. of Radiol., Chicago Univ., IL, USA
fDate :
6/1/2001 12:00:00 AM
Abstract :
The authors analyze the processing of an inconsistent data function by the FBP algorithm (in its continuous form). Specifically, they demonstrate that an image reconstructed using the FBP algorithm can be represented as the sum of a pseudoinverse solution and a residual image generated from an inconsistent component of the measured data. This reveals that, when the original data function is in the range of the Radon transform, the image reconstructed using the FBP algorithm corresponds to the pseudoinverse solution. When the data function is inconsistent, the authors demonstrate that the FBP algorithm makes use of a nonorthogonal projection of the data function to the range of the Radon transform.
Keywords :
Radon transforms; computerised tomography; image reconstruction; medical image processing; CT image reconstruction; data function; filtered backprojection algorithm; inconsistent component; inconsistent data function processing; medical diagnostic imaging; nonorthogonal projection; pseudoinverse solution; residual image; Algorithm design and analysis; Biomedical imaging; Computed tomography; Image generation; Image reconstruction; Inverse problems; Noise reduction; Physics; Radiology; Two dimensional displays; Algorithms; Artifacts; Image Processing, Computer-Assisted; Mathematics; Systems Analysis; Tomography, X-Ray Computed;
Journal_Title :
Medical Imaging, IEEE Transactions on