Accelerated FBP for computed tomography image reconstruction

07/13/2020
by   Anastasiya Dolmatova, et al.
0

Filtered back projection (FBP) is a commonly used technique in tomographic image reconstruction demonstrating acceptable quality. The classical direct implementations of this algorithm require the execution of Θ(N^3) operations, where N is the linear size of the 2D slice. Recent approaches including reconstruction via the Fourier slice theorem require Θ(N^2log N) multiplication operations. In this paper, we propose a novel approach that reduces the computational complexity of the algorithm to Θ(N^2log N) addition operations avoiding Fourier space. For speeding up the convolution, ramp filter is approximated by a pair of causal and anticausal recursive filters, also known as Infinite Impulse Response filters. The back projection is performed with the fast discrete Hough transform. Experimental results on simulated data demonstrate the efficiency of the proposed approach.

READ FULL TEXT
research
06/25/2018

A Local Fourier Slice Theorem

We present a local Fourier slice equation that enables local and sparse ...
research
03/15/2021

Improving reproducibility in synchrotron tomography using implementation-adapted filters

For reconstructing large tomographic datasets fast, filtered backproject...
research
02/16/2019

Local Fourier Slice Photography

Light field cameras provide intriguing possibilities, such as post-captu...
research
06/18/2019

Differentiable probabilistic models of scientific imaging with the Fourier slice theorem

Scientific imaging techniques such as optical and electron microscopy an...
research
09/06/2019

iFDK: A Scalable Framework for Instant High-resolution Image Reconstruction

Computed Tomography (CT) is a widely used technology that requires compu...
research
04/25/2010

Spatially-Adaptive Reconstruction in Computed Tomography Based on Statistical Learning

We propose a direct reconstruction algorithm for Computed Tomography, ba...
research
10/16/2012

Implementation of Radon Transformation for Electrical Impedance Tomography (EIT)

Radon Transformation is generally used to construct optical image (like ...

Please sign up or login with your details

Forgot password? Click here to reset