Literature DB >> 11442106

Investigations on the effect of different characteristics of images sets on the performance of a processing scheme for microcalcifications detection in digital mammograms.

H Schiabel1, F L Nunes, M C Escarpinati, R H Benatti.   

Abstract

The performance of a computer-aided diagnosis (CAD) scheme is closely dependent on the database used for its development and tests. The scheme sensitivity can be reduced by 15% to 25%, with only 20% of changes in the database cases. Previously, we have developed a processing scheme in order to detect clustered microcalcifications in digital mammograms, and we have tested such a procedure with two different databases. Further evaluations in developing a CAD scheme for mammography have indicated the need for more extensive investigation on the effects resulting from different characteristics of the images bank used for tests. Therefore, this work reports some results regarding such an investigation, with a further discussion over characteristics that can affect the performance of a CAD scheme.

Mesh:

Year:  2001        PMID: 11442106      PMCID: PMC3452720          DOI: 10.1007/BF03190347

Source DB:  PubMed          Journal:  J Digit Imaging        ISSN: 0897-1889            Impact factor:   4.056


  1 in total

1.  Effect of case selection on the performance of computer-aided detection schemes.

Authors:  R M Nishikawa; M L Giger; K Doi; C E Metz; F F Yin; C J Vyborny; R A Schmidt
Journal:  Med Phys       Date:  1994-02       Impact factor: 4.071

  1 in total
  2 in total

1.  Mammographic image denoising and enhancement using the Anscombe transformation, adaptive wiener filtering, and the modulation transfer function.

Authors:  Larissa C S Romualdo; Marcelo A C Vieira; Homero Schiabel; Nelson D A Mascarenhas; Lucas R Borges
Journal:  J Digit Imaging       Date:  2013-04       Impact factor: 4.056

Review 2.  Needs assessment for next generation computer-aided mammography reference image databases and evaluation studies.

Authors:  Alexander Horsch; Alexander Hapfelmeier; Matthias Elter
Journal:  Int J Comput Assist Radiol Surg       Date:  2011-03-30       Impact factor: 2.924

  2 in total

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