3D Automated Colon Segmentation for Efficient Polyp Detection

被引:0
|
作者
Ismail, Marwa [1 ]
Elhabian, Shireen [1 ]
Farag, Aly [1 ]
Dryden, Gerald [1 ]
Seow, Albert [1 ]
机构
[1] Univ Louisville, Louisville, KY 40292 USA
关键词
Mumford-Shah; convexification; polyps; shape index; region growing; haustral folds;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
With polyps being the main cause of colorectal cancer, accurate colon segmentation is a crucial step for polyp detection in a virtual colonoscopy system. This paper presents a fully automated segmentation framework for the colon which is based on convex formulation of the active contour model. Our approach is tested on 7 sets where the results are further validated for polyp detection. Results show the efficiency of the framework with an overall accuracy of 99%, and high sensitivity of polyp detection.
引用
收藏
页码:48 / 51
页数:4
相关论文
共 50 条
  • [1] Automated Kidney Detection and Segmentation in 3D Ultrasound
    Noll, Matthias
    Li, Xin
    Wesarg, Stefan
    [J]. CLINICAL IMAGE-BASED PROCEDURES: TRANSLATIONAL RESEARCH IN MEDICAL IMAGING, 2014, 8361 : 83 - 90
  • [2] Automated Polyp Detection in Colon Capsule Endoscopy
    Mamonov, Alexander V.
    Figueiredo, Isabel N.
    Figueiredo, Pedro N.
    Tsai, Yen-Hsi Richard
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2014, 33 (07) : 1488 - 1502
  • [3] Automated Detection and Segmentation of Follicles in 3D Ultrasound for Assisted Reproduction
    Narayan, Nikhil S.
    Sivanandan, Srinivasan
    Kudavelly, Srinivas
    Patwardhan, Kedar A.
    Ramaraju, G. A.
    [J]. MEDICAL IMAGING 2018: COMPUTER-AIDED DIAGNOSIS, 2018, 10575
  • [4] Automated quality detection of resource efficient 3D printing
    Bhatia, Purvee
    McCleeary, Donald
    Diaz-Elsayed, Nancy
    [J]. International Journal of Sustainable Manufacturing, 2022, 5 (2-4): : 200 - 216
  • [5] Colon Polyp Detection and Segmentation Based on Improved MRCNN
    Yang, Xiaoyong
    Wei, Qianxing
    Zhang, Changhe
    Zhou, Kaibo
    Kong, Li
    Jiang, Weiwei
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [6] Automated 3D MRI pancreas segmentation
    Sheng, K.
    Gou, S.
    Hu, P.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2016, 119 : S892 - S893
  • [7] Automated polyp detection from colon MRI images
    Lamy, J
    Ronse, C
    Soler, L
    [J]. CARS 2002: COMPUTER ASSISTED RADIOLOGY AND SURGERY, PROCEEDINGS, 2002, : 1098 - 1098
  • [8] ColonFormer: An Efficient Transformer Based Method for Colon Polyp Segmentation
    Nguyen Thanh Duc
    Nguyen Thi Oanh
    Nguyen Thi Thuy
    Tran Minh Triet
    Dinh Viet Sang
    [J]. IEEE ACCESS, 2022, 10 : 80575 - 80586
  • [10] An automatic colon segmentation for 3D virtual colonoscopy
    Sato, M
    Lakare, S
    Wan, M
    Kaufman, A
    Liang, ZR
    Wax, M
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2001, E84D (01) : 201 - 208