Literature DB >> 16978012

Discontinuous region growing scheme for preliminary detection of tumor in MRCP images.

Rajasvaran Logeswaran1, Chikkannan Eswaran.   

Abstract

Tumors are generally difficult to detect in Magnetic Resonance (MR) images as they can be of varying intensities and do not appear as clear structures on these images. This difficulty is more prominent in MR Cholangiopancreatography (MRCP), which is the MR technology using a special sequence of T2-weighted imaging to identify the biliary tract, pancreatic duct, and gallbladder in the liver region, as MRCP images are more noisy in nature and are acquired for a more focused area with too much flexibility in position orientation for convenient computer-aided diagnosis. Based on the principle that the tumor mass manifests itself as blockage of the biliary tree structure, this paper introduces a technique that uses a region growing algorithm to identify discontinuities in the biliary tree as a means to preliminary detection of a possible tumor, in a fashion similar to the visual observation used by most radiologists in making their preliminary diagnosis. Through the use of appropriate image normalization, watershed segmentation, thresholding, rule-based region growing, and region analysis, the proposed technique is shown in this paper to be successful in identifying MRCP images with liver carcinoma from those with normal liver. Acquisition standardization, interactive image selection, and optimum image orientation will further enhance the accuracy of this proposed scheme for use in aiding clinical diagnosis at medical institutions.

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Year:  2006        PMID: 16978012     DOI: 10.1007/s10916-006-9020-5

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  2 in total

1.  MR cholangiopancreatography of pancreaticobiliary diseases: comparing single-shot RARE and multislice HASTE sequences.

Authors:  M G Lee; Y K Jeong; M H Kim; S G Lee; E M Kang; D Chien; Y M Shin; H K Ha; P N Kim; Y H Auh
Journal:  AJR Am J Roentgenol       Date:  1998-12       Impact factor: 3.959

2.  Magnetic resonance cholangiography using half-Fourier acquisition for diagnosing choledocholithiasis.

Authors:  M Sugiyama; Y Atomi; J Hachiya
Journal:  Am J Gastroenterol       Date:  1998-10       Impact factor: 10.864

  2 in total
  2 in total

1.  Cholangiocarcinoma--an automated preliminary detection system using MLP.

Authors:  Rajasvaran Logeswaran
Journal:  J Med Syst       Date:  2009-12       Impact factor: 4.460

Review 2.  Application of artificial intelligence in pancreaticobiliary diseases.

Authors:  Hemant Goyal; Rupinder Mann; Zainab Gandhi; Abhilash Perisetti; Zhongheng Zhang; Neil Sharma; Shreyas Saligram; Sumant Inamdar; Benjamin Tharian
Journal:  Ther Adv Gastrointest Endosc       Date:  2021-02-15
  2 in total

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