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An evaluation of maximum likelihood-expectation maximization reconstruction for SPECT by ROC analysis.

Publication ,  Journal Article
Gilland, DR; Tsui, BM; Metz, CE; Jaszczak, RJ; Perry, JR
Published in: J Nucl Med
March 1992

A ROC study was performed in order to evaluate whether the maximum likelihood expectation maximization (ML-EM) reconstruction algorithm improves diagnostic performance compared to the conventional filtered backprojection method in SPECT. Several implementations of the algorithm were tested including 25 and 50 iteration stopping points, with and without nonuniform attenuation compensation, and with and without Metz filtering. Filtered backprojection was with Metz filter and without attenuation compensation. The test data were computer simulated to model cardiac 201Tl SPECT. The data incorporated the effects of nonuniform attenuation, distance-dependent collimator response, and scatter. Patient CT images provided realistic anatomy and attenuation information for the data simulation. Four observers each viewed 120 images for each of the reconstruction methods. Lesion detectability with ML-EM increased with Metz filtering and decreased with nonuniform attenuation compensation. The best MIL-EM implementation, 50 iterations with Metz filtering and without attenuation compensation, was not statistically better than filtered backprojection.

Published In

J Nucl Med

ISSN

0161-5505

Publication Date

March 1992

Volume

33

Issue

3

Start / End Page

451 / 457

Location

United States

Related Subject Headings

  • Tomography, Emission-Computed, Single-Photon
  • Thallium Radioisotopes
  • ROC Curve
  • Observer Variation
  • Nuclear Medicine & Medical Imaging
  • Male
  • Likelihood Functions
  • Humans
  • Heart
  • Female
 

Citation

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Gilland, D. R., Tsui, B. M., Metz, C. E., Jaszczak, R. J., & Perry, J. R. (1992). An evaluation of maximum likelihood-expectation maximization reconstruction for SPECT by ROC analysis. J Nucl Med, 33(3), 451–457.
Gilland, D. R., B. M. Tsui, C. E. Metz, R. J. Jaszczak, and J. R. Perry. “An evaluation of maximum likelihood-expectation maximization reconstruction for SPECT by ROC analysis.J Nucl Med 33, no. 3 (March 1992): 451–57.
Gilland DR, Tsui BM, Metz CE, Jaszczak RJ, Perry JR. An evaluation of maximum likelihood-expectation maximization reconstruction for SPECT by ROC analysis. J Nucl Med. 1992 Mar;33(3):451–7.
Gilland, D. R., et al. “An evaluation of maximum likelihood-expectation maximization reconstruction for SPECT by ROC analysis.J Nucl Med, vol. 33, no. 3, Mar. 1992, pp. 451–57.
Gilland DR, Tsui BM, Metz CE, Jaszczak RJ, Perry JR. An evaluation of maximum likelihood-expectation maximization reconstruction for SPECT by ROC analysis. J Nucl Med. 1992 Mar;33(3):451–457.

Published In

J Nucl Med

ISSN

0161-5505

Publication Date

March 1992

Volume

33

Issue

3

Start / End Page

451 / 457

Location

United States

Related Subject Headings

  • Tomography, Emission-Computed, Single-Photon
  • Thallium Radioisotopes
  • ROC Curve
  • Observer Variation
  • Nuclear Medicine & Medical Imaging
  • Male
  • Likelihood Functions
  • Humans
  • Heart
  • Female