Title :
A Hybrid Estimation Theoretic-POCS Method for Tomographic Image Reconstruction
Author :
Salina, Fernando V. ; Mascarenhas, Nelson D A
Author_Institution :
Universidade de São Paulo
Abstract :
We present in this work a new method for the tomographic reconstruction with Poisson noise corrupted projections. The reconstruction method is a hybrid estimation theoretic-POCS (Projection Onto Convex Sets) method performed by first estimating the noisy projections using Anscombe Transformation, Discrete Wavelet Transform and pointwise Wiener filter and subsequently reconstructing the images through a parallel POCS method. The use of a previous filtering of the projections imposes a tighter restriction on the observation of the POCS method, allowing a better reconstruction, with a very little increase in computational cost.
Keywords :
Convolution; Discrete wavelet transforms; Estimation theory; Filtering; Gaussian noise; Image processing; Image reconstruction; Reconstruction algorithms; Tomography; Wiener filter;
Conference_Titel :
Computer Graphics and Image Processing, 2005. SIBGRAPI 2005. 18th Brazilian Symposium on
Print_ISBN :
0-7695-2389-7
DOI :
10.1109/SIBGRAPI.2005.4