Literature DB >> 23504472

Computer assisted diagnostic system in tumor radiography.

Ahmed Faisal1, Sharmin Parveen, Shahriar Badsha, Hasan Sarwar, Ahmed Wasif Reza.   

Abstract

An improved and efficient method is presented in this paper to achieve a better trade-off between noise removal and edge preservation, thereby detecting the tumor region of MRI brain images automatically. Compass operator has been used in the fourth order Partial Differential Equation (PDE) based denoising technique to preserve the anatomically significant information at the edges. A new morphological technique is also introduced for stripping skull region from the brain images, which consequently leading to the process of detecting tumor accurately. Finally, automatic seeded region growing segmentation based on an improved single seed point selection algorithm is applied to detect the tumor. The method is tested on publicly available MRI brain images and it gives an average PSNR (Peak Signal to Noise Ratio) of 36.49. The obtained results also show detection accuracy of 99.46%, which is a significant improvement than that of the existing results.

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Year:  2013        PMID: 23504472     DOI: 10.1007/s10916-013-9938-3

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


  14 in total

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Authors:  Y L You; W Xu; A Tannenbaum; M Kaveh
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5.  Noise removal using fourth-order partial differential equation with applications to medical magnetic resonance images in space and time.

Authors:  Marius Lysaker; Arvid Lundervold; Xue-Cheng Tai
Journal:  IEEE Trans Image Process       Date:  2003       Impact factor: 10.856

6.  Automatic tracing of optic disc and exudates from color fundus images using fixed and variable thresholds.

Authors:  Ahmed Wasif Reza; C Eswaran; Subhas Hati
Journal:  J Med Syst       Date:  2009-02       Impact factor: 4.460

7.  A system for brain tumor volume estimation via MR imaging and fuzzy connectedness.

Authors:  Jianguo Liu; Jayaram K Udupa; Dewey Odhner; David Hackney; Gul Moonis
Journal:  Comput Med Imaging Graph       Date:  2005-01-24       Impact factor: 4.790

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Authors:  Y Zhu; H Yan
Journal:  IEEE Trans Med Imaging       Date:  1997-02       Impact factor: 10.048

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10.  Automatic tumor segmentation using knowledge-based techniques.

Authors:  M C Clark; L O Hall; D B Goldgof; R Velthuizen; F R Murtagh; M S Silbiger
Journal:  IEEE Trans Med Imaging       Date:  1998-04       Impact factor: 10.048

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  8 in total

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Journal:  J Med Syst       Date:  2014-04-13       Impact factor: 4.460

6.  A Precise Medical Imaging Approach for Brain MRI Image Classification.

Authors:  Muhammad Hameed Siddiqi; Ahmed Alsayat; Yousef Alhwaiti; Mohammad Azad; Madallah Alruwaili; Saad Alanazi; M M Kamruzzaman; Asfandyar Khan
Journal:  Comput Intell Neurosci       Date:  2022-05-02

7.  Computed Tomography (Ct) Scan Assisted Machine Learning in the Management of Artifacts Related to Paranasal Sinuses and Anterior Cranial Fossa.

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8.  An Automated and Intelligent Medical Decision Support System for Brain MRI Scans Classification.

Authors:  Muhammad Faisal Siddiqui; Ahmed Wasif Reza; Jeevan Kanesan
Journal:  PLoS One       Date:  2015-08-17       Impact factor: 3.240

  8 in total

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