GEODESIC-RING BASED CURVATURE MAPS FOR POLYP DETECTION IN CT COLONOGRAPHY

被引:0
|
作者
Seghouane, Abd-Krim [1 ]
Ong, Ju Lynn [1 ]
机构
[1] Australian Natl Univ, Coll Engn & Comp Sci, Canberra Res Lab, Natl ICT Australia, Canberra, ACT 0200, Australia
关键词
Geodesic distance; Computed tomography (CT); Curvature; CAD; Polyp Detection; Geometry Processing; Shape Analysis;
D O I
10.1109/ICIP.2010.5651359
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Existing polyp detection methods rely heavily on curvature-based characteristics to differentiate between lesions. However, as curvature is a local feature and a second order differential quantity, simply inspecting the curvature at a point is not sufficient. In this paper, we propose to inspect a local neighbourhood around a candidate point using curvature maps. This candidate point is pre-identified using the geodesic centroid of a surface patch containing vertices with positive point curvature values corresponding to convex shaped protrusions. Geodesic rings are then constructed around this candidate point and point curvatures around these rings are accumulated to produce curvature maps. From this, a cumulative shape property, S for a given neighbourhood radius can be computed and used for identifying bulbous polyps which typically have a high S value, and its corresponding 'neck' region. We show that a threshold value of S > 0.48 is sufficient to discriminate between polyps and non polyps with 100% sensitivity and specificity for bulbous polyps > 10mm.
引用
收藏
页码:1421 / 1424
页数:4
相关论文
共 50 条
  • [41] Polyp measurement based on CT colonography and colonoscopy: variability and systematic differences
    Ayso H. de Vries
    Shandra Bipat
    Evelien Dekker
    Marjolein H. Liedenbaum
    Jasper Florie
    Paul Fockens
    Roel van der Kraan
    Elizabeth M. Mathus-Vliegen
    Johannes B. Reitsma
    Roel Truyen
    Frans M. Vos
    Aeilko H. Zwinderman
    Jaap Stoker
    European Radiology, 2010, 20 : 1404 - 1413
  • [42] Polyp measurement based on CT colonography and colonoscopy: variability and systematic differences
    de Vries, Ayso H.
    Bipat, Shandra
    Dekker, Evelien
    Liedenbaum, Marjolein H.
    Florie, Jasper
    Fockens, Paul
    van der Kraan, Roel
    Mathus-Vliegen, Elizabeth M.
    Reitsma, Johannes B.
    Truyen, Roel
    Vos, Frans M.
    Zwinderman, Aeilko H.
    Stoker, Jaap
    EUROPEAN RADIOLOGY, 2010, 20 (06) : 1404 - 1413
  • [43] CT colonography computer-aided polyp detection using topographical height map
    Yao, Jianhua
    Li, Jiang
    Summers, Ronald
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 2273 - 2276
  • [44] CT Colonography: Polyp Detection and Endoscopic Follow up in an Urban UK Hospital Cohort
    Chan, Lolita
    Iqbal, Javaid
    Mcpartlin, Andrew
    Huda, Tuheen
    Willert, Robert P.
    GASTROENTEROLOGY, 2010, 138 (05) : S516 - S516
  • [45] CT colonography with intravenous contrast enhancement: Computer-aided polyp and mass detection
    Summers, RM
    Dempsey, J
    Campbell, SR
    Yao, J
    Franaszek, M
    Brickman, D
    Dwyer, A
    Hara, A
    AMERICAN JOURNAL OF ROENTGENOLOGY, 2004, 182 (04) : 75 - 75
  • [46] CT colonography with teleradiology: Effect of lossy wavelet compression on polyp detection - Initial observations
    Zalis, ME
    Hahn, PF
    Arellano, RS
    Gazelle, GS
    Mueller, PR
    RADIOLOGY, 2001, 220 (02) : 387 - 392
  • [47] Assessment of an optical flow field-based polyp detector for CT colonography
    Acar, B
    Beaulieu, CF
    Paik, DS
    Göktürk, SB
    Tomasi, C
    Yee, J
    Napel, S
    PROCEEDINGS OF THE 23RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4: BUILDING NEW BRIDGES AT THE FRONTIERS OF ENGINEERING AND MEDICINE, 2001, 23 : 2774 - 2777
  • [48] High performance computer aided detection system for polyp detection in CT colonography with fluid and fecal tagging
    Liu, Jiamin
    Wang, Shijun
    Kabadi, Suraj
    Summers, Ronald M.
    MEDICAL IMAGING 2009: COMPUTER-AIDED DIAGNOSIS, 2009, 7260
  • [49] Principal curvature-based colonic polyp detection
    Chen, Dongqing
    Farag, Aly A.
    Hassouna, M. Sabry
    Falk, Robert
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2007, 2 : S6 - S8
  • [50] A straightforward approach to computer-aided polyp detection using a polyp-specific volumetric feature in CT colonography
    Lee, June-Goo
    Kim, Jong Hyo
    Kim, Se Hyung
    Park, Hee Sun
    Choi, Byung Ihn
    COMPUTERS IN BIOLOGY AND MEDICINE, 2011, 41 (09) : 790 - 801