Computer Aided Diagnosis for Virtual Colonography by Geometric Model Fitting

نویسندگان

  • Gabriel Kiss
  • Johan Van Cleynenbreugel
  • Maarten Thomeer
  • Guy Marchal
  • Paul Suetens
چکیده

We present a system for Computer Aided Diagnosis in Virtual Colonography based on simple geometric model fitting. Our approach extends surface normal analysis and sphere fitting methods. We label locations in the volume data, which have a high probability of being colonic polyps, and present them in a user-friendly way. The method was tested on a study group of 30 patients. Using normal colonoscopy as standard of reference, true positive and false positive findings were determined. The detection rate for polyps larger than 9mm was 100% comparable to that of human readers. We introduce sphere fitting and normal distribution analysis as additional steps to reduce the number of false positive findings generally encountered with surface normal methods. Initial results show that Computer Aided Diagnosis is feasible and that our method holds potential for screening purposes.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Current concepts and future directions in computer-aided diagnosis for CT colonography

This review summarizes recent progress in computer-aided detection for CT colonography.

متن کامل

A System for Computer Aided Diagnosis in Virtual Colonography

The success of CT colonography (CTC) depends on appropriate tools for quick and accurate diagnostic reading. Current advancements in computer technology have the potential to bring such tools even to the PC level. In this paper a technique for Computed Aided Diagnosis (CAD) using CT colonography is described. The method labels positions in the volume data, which have a strong likelihood of bein...

متن کامل

Shape Influence in Medical Image Segmentation with Application in Computer Aided Diagnosis in Ct Colonography

s and Presentations H. Xu, H. D. Gage, C. L. Wyatt, Y. Shen, and P. Santago, "Design classificationsystem for computer-aided diagnosis in CT Colonography," in SIIM 2009 Annual Meeting.2009.H. Xu and P. Santago, “Polyp Segmentation and Detection in CT ColonographyUsing Geodesic Active Contours with Shape Prior,” in 9 Annual Graduate StudentResearch Symposium, School of Biomed...

متن کامل

Computer-aided diagnosis scheme for detection of polyps at CT colonography.

Colon cancer is one of the leading causes of cancer deaths in the United States. However, most colon cancers can be prevented if precursor colonic polyps are detected and removed. An advanced computer-aided diagnosis (CAD) scheme was developed for the automated detection of polyps at computed tomographic (CT) colonography. A region encompassing the colonic wall is extracted from an isotropic vo...

متن کامل

A Two-Level Approach Towards Semantic Colon Segmentation: Removing Extra-Colonic Findings

Computer aided detection (CAD) of colonic polyps in computed tomographic colonography has tremendously impacted colorectal cancer diagnosis using 3D medical imaging. It is a prerequisite for all CAD systems to extract the air-distended colon segments from 3D abdomen computed tomography scans. In this paper, we present a two-level statistical approach of first separating colon segments from smal...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2003