Literature DB >> 24699352

Integration of 3D scale-based pseudo-enhancement correction and partial volume image segmentation for improving electronic colon cleansing in CT colonograpy.

Hao Zhang1, Lihong Li2, Hongbin Zhu3, Hao Han3, Bowen Song3, Zhengrong Liang1.   

Abstract

Orally administered tagging agents are usually used in CT colonography (CTC) to differentiate residual bowel content from native colonic structures. However, the high-density contrast agents tend to introduce pseudo-enhancement (PE) effect on neighboring soft tissues and elevate their observed CT attenuation value toward that of the tagged materials (TMs), which may result in an excessive electronic colon cleansing (ECC) since the pseudo-enhanced soft tissues are incorrectly identified as TMs. To address this issue, we integrated a 3D scale-based PE correction into our previous ECC pipeline based on the maximum a posteriori expectation-maximization partial volume (PV) segmentation. The newly proposed ECC scheme takes into account both the PE and PV effects that commonly appear in CTC images. We evaluated the new scheme on 40 patient CTC scans, both qualitatively through display of segmentation results, and quantitatively through radiologists' blind scoring (human observer) and computer-aided detection (CAD) of colon polyps (computer observer). Performance of the presented algorithm has shown consistent improvements over our previous ECC pipeline, especially for the detection of small polyps submerged in the contrast agents. The CAD results of polyp detection showed that 4 more submerged polyps were detected for our new ECC scheme over the previous one.

Entities:  

Keywords:  CT colonography; computer-aided detection; electronic colon cleansing; partial volume image segmentation; pseudo-enhancement correction

Mesh:

Year:  2014        PMID: 24699352      PMCID: PMC3979539          DOI: 10.3233/XST-140424

Source DB:  PubMed          Journal:  J Xray Sci Technol        ISSN: 0895-3996            Impact factor:   1.535


  20 in total

1.  A unifying framework for partial volume segmentation of brain MR images.

Authors:  Koen Van Leemput; Frederik Maes; Dirk Vandermeulen; Paul Suetens
Journal:  IEEE Trans Med Imaging       Date:  2003-01       Impact factor: 10.048

2.  Adaptive correction of the pseudo-enhancement of CT attenuation for fecal-tagging CT colonography.

Authors:  Janne Näppi; Hiroyuki Yoshida
Journal:  Med Image Anal       Date:  2008-01-26       Impact factor: 8.545

3.  Statistical models of partial volume effect.

Authors:  P Santago; H D Gage
Journal:  IEEE Trans Image Process       Date:  1995       Impact factor: 10.856

4.  A spatial correlation based method for neighbor set selection in random field image models.

Authors:  A Khotanzad; J Bennett
Journal:  IEEE Trans Image Process       Date:  1999       Impact factor: 10.856

5.  Partial volume tissue classification of multichannel magnetic resonance images-a mixel model.

Authors:  H S Choi; D R Haynor; Y Kim
Journal:  IEEE Trans Med Imaging       Date:  1991       Impact factor: 10.048

Review 6.  Bowel preparation--principles and practice.

Authors:  C I Bartram
Journal:  Clin Radiol       Date:  1994-06       Impact factor: 2.350

7.  Scale-based scatter correction for computer-aided polyp detection in CT colonography.

Authors:  Jiamin Liu; Jianhua Yao; Ronald M Summers
Journal:  Med Phys       Date:  2008-12       Impact factor: 4.071

8.  Colorectal cancer screening with CT colonography, colonoscopy, and double-contrast barium enema examination: prospective assessment of patient perceptions and preferences.

Authors:  Thomas M Gluecker; C Daniel Johnson; William S Harmsen; Kenneth P Offord; Ann M Harris; Lynn A Wilson; David A Ahlquist
Journal:  Radiology       Date:  2003-05       Impact factor: 11.105

9.  An EM approach to MAP solution of segmenting tissue mixtures: a numerical analysis.

Authors:  Zhengrong Liang; Su Wang
Journal:  IEEE Trans Med Imaging       Date:  2009-02       Impact factor: 10.048

10.  Computer-aided detection of colonic polyps with level set-based adaptive convolution in volumetric mucosa to advance CT colonography toward a screening modality.

Authors:  Hongbin Zhu; Chaijie Duan; Perry Pickhardt; Su Wang; Zhengrong Liang
Journal:  Cancer Manag Res       Date:  2009-03-11       Impact factor: 3.989

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  3 in total

1.  Measurement of smaller colon polyp in CT colonography images using morphological image processing.

Authors:  K N Manjunath; P C Siddalingaswamy; G K Prabhu
Journal:  Int J Comput Assist Radiol Surg       Date:  2017-06-01       Impact factor: 2.924

2.  Information-Preserving Pseudo-Enhancement Correction for Non-Cathartic Low-Dose Dual-Energy CT Colonography.

Authors:  Janne J Näppi; Rie Tachibana; Daniele Regge; Hiroyuki Yoshida
Journal:  Abdom Imaging (2014)       Date:  2014-09

3.  Application of Pseudo-enhancement Correction to Virtual Monochromatic CT Colonography.

Authors:  Rie Tachibana; Janne J Näppi; Hiroyuki Yoshida
Journal:  Abdom Imaging (2014)       Date:  2014-09
  3 in total

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