Literature DB >> 24595336

Towards clinical application of a Laplace operator-based region of interest reconstruction algorithm in C-arm CT.

Yan Xia, Hannes Hofmann, Frank Dennerlein, Kerstin Mueller, Chris Schwemmer, Sebastian Bauer, Gouthami Chintalapani, Ponraj Chinnadurai, Joachim Hornegger, Andreas Maier.   

Abstract

It is known that a reduction of the field-of-view in 3-D X-ray imaging is proportional to a reduction in radiation dose. The resulting truncation, however, is incompatible with conventional reconstruction algorithms. Recently, a novel method for region of interest reconstruction that uses neither prior knowledge nor extrapolation has been published, named approximated truncation robust algorithm for computed tomography (ATRACT). It is based on a decomposition of the standard ramp filter into a 2-D Laplace filtering and a 2-D Radon-based residual filtering step. In this paper, we present two variants of the original ATRACT. One is based on expressing the residual filter as an efficient 2-D convolution with an analytically derived kernel. The second variant is to apply ATRACT in 1-D to further reduce computational complexity. The proposed algorithms were evaluated by using a reconstruction benchmark, as well as two clinical data sets. The results are encouraging since the proposed algorithms achieve a speed-up factor of up to 245 compared to the 2-D Radon-based ATRACT. Reconstructions of high accuracy are obtained, e.g., even real-data reconstruction in the presence of severe truncation achieve a relative root mean square error of as little as 0.92% with respect to nontruncated data.

Mesh:

Year:  2014        PMID: 24595336     DOI: 10.1109/TMI.2013.2291622

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  2 in total

1.  Multi-resolution statistical image reconstruction for mitigation of truncation effects: application to cone-beam CT of the head.

Authors:  Hao Dang; J Webster Stayman; Alejandro Sisniega; Wojciech Zbijewski; Jennifer Xu; Xiaohui Wang; David H Foos; Nafi Aygun; Vassilis E Koliatsos; Jeffrey H Siewerdsen
Journal:  Phys Med Biol       Date:  2016-12-29       Impact factor: 3.609

2.  An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions.

Authors:  Yan Xia; Martin Berger; Sebastian Bauer; Shiyang Hu; Andre Aichert; Andreas Maier
Journal:  Int J Biomed Imaging       Date:  2017-07-20
  2 in total

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