Regularization for inverting the radon transform with wedge consideration

I. Aganj, A. Bartesaghi, M. Borgnia, H. Y. Liao, G. Sapiro, S. Subramaniam

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Abstract

In limited angle tomography, with applications such as electron microscopy, medical imaging, and industrial testing, the object of interest is scanned over a limited angular range, which is less than the full 180° mathematically required for density reconstruction. The use of standard full-range reconstruction algorithms produces results widi notorious "butterfly" or "wedge" artifacts. In this work we propose a reconstruction technique with a regularization term that takes into account the orientation of the missing angular range, also denoted as missing wedge. We show that a regularization diat penalizes non-uniformly in the orientation space produces reconstructions with less artifacts, thereby improving the recovery of the "invisible" edges due to the missing wedge. We present the underlying framework and results for a challenging phantom and real cryo-electron microscopy data.

Original languageEnglish (US)
Title of host publication2007 4th IEEE International Symposium on Biomedical Imaging
Subtitle of host publicationFrom Nano to Macro - Proceedings
Pages217-220
Number of pages4
DOIs
StatePublished - 2007
Externally publishedYes
Event2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro; ISBI'07 - Arlington, VA, United States
Duration: Apr 12 2007Apr 15 2007

Publication series

Name2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro - Proceedings

Conference

Conference2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro; ISBI'07
Country/TerritoryUnited States
CityArlington, VA
Period4/12/074/15/07

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering
  • General Medicine

Keywords

  • Directional smoothing
  • Limited angle tomography
  • Missing wedge
  • Non linear regularization

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