Evaluation of search strategies and cost functions in optimizing voxel-based image registration

David R. Holmes, Jon J. Camp, Richard A. Robb

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

2 Scopus citations

Abstract

A number of image registration algorithms are currently used to register both intra-modality and inter-modality image data sets. These algorithms, although tested, have not always been optimized or evaluated in relationship to other registration algorithms available. Analysis of registration algorithms is often difficult, due to the fact that the registration components are integrated with each other and cannot be easily isolated form the rest of the algorithm. This study outlines some important features of registration algorithms and describes a method by which these algorithms may be analyzed. This method was used to analyze (1) two cost functions, a normalized standard deviation function and a conditional entropy function, (2) two search strategies, Powell's method and a derivative method, and (3) a number of iterative relaxation/data reduction techniques. These registration components were tested with a number of intra- modal and inter-modal data sets. The cost function analyses suggest that segmentation is necessary for some inter-modal registration problems. Multi-resolution techniques are also discussed with regard to registration effectiveness. A Euclidean distance measure was used to conditional entropy combined with a derivative search strategy may be the most robust approach to image registration, whereas the normalized standard deviation with Powell's search strategy produces the worst results. Generalization and further work are indicate in the discussion.

Original languageEnglish (US)
Title of host publicationProceedings of SPIE - The International Society for Optical Engineering
PublisherSociety of Photo-Optical Instrumentation Engineers
Pages554-562
Number of pages9
ISBN (Print)0819424420
StatePublished - Dec 1 1997
EventMedical Imaging 1997: Image Display - Newport Beach, CA, USA
Duration: Feb 23 1997Feb 25 1997

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume3031
ISSN (Print)0277-786X

Other

OtherMedical Imaging 1997: Image Display
CityNewport Beach, CA, USA
Period2/23/972/25/97

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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  • Cite this

    Holmes, D. R., Camp, J. J., & Robb, R. A. (1997). Evaluation of search strategies and cost functions in optimizing voxel-based image registration. In Proceedings of SPIE - The International Society for Optical Engineering (pp. 554-562). (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 3031). Society of Photo-Optical Instrumentation Engineers.