Presentation 2007-01-26
Optimal Selection of Operating Point for Hessian-based Polyp Detection Method in CT Colonography
June-Goo Lee, Jong Hyo Kim, Se Hyung Kim, Namkug Kim, Kwang Gi Kim,
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Abstract(in English) Hessian matrix is the square matrix of second partial derivatives of a scalar-valued function and is well known for object recognition in computer vision and medical shape analysis. We appied this Hessian matrix to polyp detection in CTC. This Hessian-based methods requires two optional parameters, Gaussian blurring factor and shape threshold. To optimize the parameters and validate this method, we have produced anthropomorphic pig phantoms. We performed FROC analysis on these phantoms to find optimal shape threshold in regarding high sensitivity and relatively low false positive rate. We found 110 as optimal shape threshold and in this setting we got 82.5% sensitivity, 8.64 as FP rate.
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Keyword(in English) polyp detection / CTC CAD / Hessian matrix / Eigen decomposition / FROC analysis
Paper # MI2006-99
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Committee MI
Conference Date 2007/1/19(1days)
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Registration To Medical Imaging (MI)
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Optimal Selection of Operating Point for Hessian-based Polyp Detection Method in CT Colonography
Sub Title (in English)
Keyword(1) polyp detection
Keyword(2) CTC CAD
Keyword(3) Hessian matrix
Keyword(4) Eigen decomposition
Keyword(5) FROC analysis
1st Author's Name June-Goo Lee
1st Author's Affiliation Interdisciplinary Program in Radiation Applied Life Science, Seoul National University College of Medicine:Department of Radiology, Seoul National University College of Medicine()
2nd Author's Name Jong Hyo Kim
2nd Author's Affiliation Department of Radiology, Seoul National University College of Medicine
3rd Author's Name Se Hyung Kim
3rd Author's Affiliation Department of Radiology, Seoul National University College of Medicine
4th Author's Name Namkug Kim
4th Author's Affiliation Department of Radiology, Asan Medical Center
5th Author's Name Kwang Gi Kim
5th Author's Affiliation Department of Radiology, Seoul National University College of Medicine
Date 2007-01-26
Paper # MI2006-99
Volume (vol) vol.106
Number (no) 509
Page pp.pp.-
#Pages 4
Date of Issue