Texture Pattern Based Lung Nodule Detection (TPLND) Technique in CT Images
the author of the article can submit here a request for assignment of a DOI number to this resource!
Cost of the service: euros 10,00 (for a DOI)
Lung cancer has become one of the leading causes of cancer related death in both men as well as women which ranges for about 30% of cancer death occurring in the world. Medical image analysis is a complex task in which a human expert makes extensive use of the knowledge of anatomy and imaging techniques. Specially, the detection of the presence of lung nodules is challenging problem from a computer vision point of view. The early detection of the lung cancer can definitely improve the long term health of those people diagnosed with it. Evaluation of the variation of cardiac size from month to month by taking serial chest images remains crucial for the treatment of lung cancer. In this paper, we have proposed an efficient method for detecting the presence of the lung nodule with the help of CT images. The proposed method is carried out using three processes such as segmentation, classification and detection. Here we utilized clustering for classifying the lung images as normal or abnormal image. These methods helped to improve the early detection of the lung nodules. Our proposed method proved to be a highly efficient method for the detection of lung nodule with high rate of accuracy.
Copyright © 2014 Praise Worthy Prize - All rights reserved.
Shiying Hu, Eric A. Hoffman and Joseph M. Reinhardt, "Automatic Lung Segmentation for Accurate Quantitation of Volumetric X-Ray CT Images," IEEE Transactions On Medical Imaging, Vol. 20, No. 6,pp.490-498, Jun 2001.
Mira Park, Jesse S. Jin and Laurence S. Wilson, "Detection of Abnormal Texture in Chest X-rays with Reduction of Ribs," In Proc.of. Pan-Sydney Area Workshop on Visual Information Processing ,Vol.36, Sydney, Australia, 2004.
Yonghong Shi, Feihu Qi, ZhongXue, Kyoko Ito,Hidenori Matsuo, and Dinggang Shen, "Segmenting Lung Fields in Serial Chest Radiographs Using Both Population and Patient Specific Shape Statistics," IEEE Transaction on Medical Imaging, Vol.4,No.27, pp. 83-91, 2006.
Korfiatis Panayiotis, "Automated Lung Nodule Detection In Low Dose Multislice CT," University Of Patras, Patras ,2006.
Dimitri Van De Ville,ThierryBlu and Michael Unser, "Surfing the Brain: An Overview of Wavelet-Based Techniques for fMRI Data Analysis," IEEE Engineering in Medicine and Biology Magazine, Vol. 25, No. 2, pp. 65-78,2006.
YuanjieZheng,Karl Steiner, Thomas Bauer, JingyiYu,Dinggang Shen and Chandra Kambhamettu, "Lung Nodule Growth Analysis from 3D CT Data with a Coupled Segmentation and Registration Framework," , In.proc.of.11th IEEE International Conference on Computer Vision,pp.1-8, Rio de Janeiro , 2007.
Adrien Depeursinge, Daniel Sage, AsmaaHidki, Alexandra Platon, Pierre AlexandrePoletti, Michael Unser and Henning Muller, "Lung Tissue Classification Using Wavelet Frames," , In.proc.of. 29th Annual International Conference of the IEEE on Engineering in Medicine and Biology Society, pp.6259 - 6262,Lyon , 2007.
Martin Dolejsi, "Detection of Pulmonary Nodules from CT Scans," Research Reports of CMP, Czech Technical University in Prague, No. 5, 2007.
Xujiong Ye, Xinyu Lin, JamshidDehmeshki, Greg Slabaugh and Gareth Beddoe, "Shape Based Computer-Aided Detection of Lung Nodules in Thoracic CT Images," , IEEE Transaction Biomedical Engineering,Vol.56, No.7, pp.1810-1820, Jul 2008.
Jan Hendrik Moltz, Lars Bornemann, Jan-Martin Kuhnigk, Volker Dicken, Elena Peitgen, Stephan Meier, Hendrik Bolte, Michael Fabel, Hans-Christian Bauknecht, Markus Hittinger, Andreas Kiebling,MichaelPusken, and Heinz-Otto Peitgen, "Advanced Segmentation Techniques for Lung Nodules, Liver Metastases, and Enlarged Lymph Nodes in CT Scans," IEEE Journal Of Selected Topics In Signal Processing, Vol. 3, No. 1,pp.122-134, Feb 2009.
Noah Lee, Andrew F. Laine,GuillermoMárquez,Jeffrey M. Levsky and John K. Gohagan, "Potential of Computer-Aided Diagnosis to Improve CT Lung Cancer Screening," In.proc.of. IEEE Reviews In Biomedical Engineering, Vol. 2,pp.136-146, 2009.
Anitha. S and Sridhar.S, "Segmentation Of Lung Lobes And Nodules In CT Images,"An International Journal of Signal & Image Processing(SIPIJ) ,Vol.1, No.1,pp.1-12, Sep 2010.
Fernando C. Monteiro, "Region-Based Clustering for Lung Segmentation in Low-Dose CT Images,"In.proc.of.International Conference of Numerical Analysis and Applied Mathematics,Vol.3,pp. 2061-2064,Sep 2010.
Aswini Kumar Mohanty and Dr.Saroj Kumar Lenka, "Data Mining Technique to Interpret Lung Nodule for Computer Aided Diagnosis, "International Journal of Computer and Communication Technology,Vol.1,No.2,pp.373-378, 2010.
Preeti Aggarwal, H.K. Sardana and RenuVig, "An Efficient Visualization And Segmentation Of Lung Ct Scan Images For Early Diagnosis Of Cancer, "In.proc.of.National Conference on Computational Instrumentation ,Chandigarh, India, Mar 2010.
Loganathan. R and Y.S.Kumaraswamy, "Medical Image Compression Using Biorthogonal Spline Wavelet With Different Decomposition, "International Journal on Computer Science and Engineering, Vol. 2, No. 9,pp.3003-3006, 2010.
S. Mukhopadhyay, U. Mahapatra, A.K. Tangirala and A.P. Tiwari, "Spline Wavelets for System Identification,"In.Proc. of the 9th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Leuven, Belgium, Jul 2010.
X. Huang and X. Lu, "The Use of Fractional B-Splines Wavelets in Multiterms Fractional Ordinary Differential Equations," International Journal of Differential Equations,Vol. 2010, pp.113,2010.
Jin Mo Goo, "A Computer-Aided Diagnosis for Evaluating Lung Nodules on Chest CT: the Current Status and Perspective," Korean journal of radiology ,Vol. 12, No. 2, pp. 145-155, Apr 2011.
Olga Zinoveva, DmitriyZinovev, Stephen A. Siena, Daniela S. Raicu, Jacob Furst and Samuel G. Armato, "A texture-based probabilistic approach for lung nodule segmentation," In.Proc.of the 8th international conference on Image analysis and recognition ,Heidelberg ,2011.
H. Ozkan, O. Osman, S. Sahin, M. M. Atasoy, H. Barutca, A. F. Boz and A. Olsun, "Lung Segmentation Algorithm for CAD System in CTA Images,"In.Proc.of World Academy of Science, Engineering and Technology, No.77,2011.
K.A.G. Udeshani, R.G.N. Meegama and T.G.I. Fernando, "Statistical Feature-based Neural Network Approach for the Detection of Lung Cancer in Chest X-Ray Images," International Journal of Image Processing (IJIP), Vol.5, No.4,pp.425-434,2011.
H. S. Pheng, S. M. Shamsuddin, and S. Kenji,"Application of Intelligent Computational Models on Computed Tomography Lung Images," International Journal of Advances in Soft Computing and Applications, Vol. 3, No. 2,pp.1-15, Jul 2011.
Disha Sharma and Gagandeep Jindal, "Computer Aided Diagnosis System for Detection of Lung Cancer in CT Scan Images," International Journal of Computer and Electrical Engineering, Vol. 3, No. 5, pp.714-718,Oct 2011.
Artit C. Jirapatnakul, Yury D. Mulman,Anthony P. Reeves,David F. Yankelevitz and Claudia I. Henschke, "Segmentation of Juxtapleural Pulmonary Nodules Using a Robust Surface Estimate," International Journal of Biomedical Imaging, Vol. 2011,Jan 2011.
AzianAzamimi Abdullah and SyamimiMardiahShaharum, "Lung Cancer Cell Classification Method Using Artificial Neural Network," Information Engineering Letters, Vol. 2, No. 1,pp.49-58, 2011.
Shao-Hu Peng ,Deok-HwanKim ,n, Seok-LyongLee and Myung-KwanLim,"Texture feature extraction based on a uniformity estimation method for local brightness and structure in chest CTimages",Computers inBiologyandMedicine ,Vol.40, pp.931–942, 2010.
W. K. Pratt, “Digital Image Processing” 4th Edition, John Wiley & Sons, Inc., Los Altos, California, 2007.
Y. A. Alsultanny, Region Growing and Segmentation Based on by 2D Wavelet Transform to the Color Images, (2008) International Review on Computers and Software (IRECOS), 3 (3), pp. 315 - 323.
T. Boudghene Stambouli, A. Ouamri, M. Keche, Textured Images Classification Using Nearest Feature Line Method Added with Kurtosis and Skewness, (2008) International Review on Computers and Software (IRECOS), 3 (6), pp. 593 - 596.
- There are currently no refbacks.
Please send any question about this web site to firstname.lastname@example.org
Copyright © 2005-2021 Praise Worthy Prize