Views: 154 , Downloads: 114 | CTR: 74 % | Weekly Popularity: ⮙2
Research Paper | Electronics & Communication Engineering | India | Volume 6 Issue 4, April 2017
Detection of Lung Tumor in MR Images using Modified Pillar K-Means Algorithm with Gabor Filter and Color Mapping
Hakeem Aejaz Aslam, Prof. T. Ramashri
This paper presents an approach to image segmentation using Modified Pillar K-Means algorithm. This segmentation method includes a new mechanism for distance metric and grouping the elements of high resolution images in order to improve accuracy. The system uses modified Pillar K-means algorithm for optimized image segmentation. The Pillar algorithm considers the placement of pillars that should be located as far from each other to resist the pressure distribution of a roof same as the number of centroids between the data distribution. This algorithm is able to optimize the K-Means clustering for image segmentation in the aspects of accuracy. This algorithm distributes all initial centroids according to the Accumulated Distance Metric (ADM) & the distance is calculated by Chessboard distance measure. This paper evaluates the proposed approach for image segmentation with Gabor filter, Modified Pillar K-Means clustering algorithm and Marker controlled Watershed Transform with different samples of MR Images for Accuracy, Precision, Sensitivity Factor, Specificity Factor F-Factor & Success rate. Experimental results clarify the effectiveness of our approach to improve the segmentation quality.
Keywords: Tumor, Segmentation, Detection, Centroids, Gabor filter, Marker Controlled Watershed Transform
Edition: Volume 6 Issue 4, April 2017
Pages: 1487 - 1494
How to Cite this Article?
Hakeem Aejaz Aslam, Prof. T. Ramashri, "Detection of Lung Tumor in MR Images using Modified Pillar K-Means Algorithm with Gabor Filter and Color Mapping", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=ART20172774, Volume 6 Issue 4, April 2017, 1487 - 1494
154 PDF Views | 114 PDF Downloads
Similar Articles with Keyword 'Tumor'
Views: 122 , Downloads: 109 | CTR: 89 % | Weekly Popularity: ⮙4
M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 3 Issue 12, December 2014
Pages: 2362 - 2365Detection and Classification of Brain Tumour Using Modified Region Growing and Neural Network in MRI Images
Ganesh Vilas Madhikar, S. S. Lokhande
Views: 145 , Downloads: 113 | CTR: 78 % | Weekly Popularity: ⮙6
Research Paper, Electronics & Communication Engineering, India, Volume 3 Issue 6, June 2014
Pages: 2327 - 2330Segmentation and Feature Extraction of Lung Region for the Early Detection of Lung Tumor
Jaspinder Kaur, Nidhi Garg, Daljeet Kaur
Views: 145 , Downloads: 114 | CTR: 79 % | Weekly Popularity: ⮙3
Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 3, March 2016
Pages: 1898 - 1901Stereo 3D Image Model Visualization from 2D Images
Patel Hetalben Bipinchandra, Pancholi Bhavna K.
Views: 154 , Downloads: 114 | CTR: 74 % | Weekly Popularity: ⮙2
Research Paper, Electronics & Communication Engineering, India, Volume 6 Issue 4, April 2017
Pages: 1487 - 1494Detection of Lung Tumor in MR Images using Modified Pillar K-Means Algorithm with Gabor Filter and Color Mapping
Hakeem Aejaz Aslam, Prof. T. Ramashri
Views: 154 , Downloads: 115 | CTR: 75 % | Weekly Popularity: ⮙4
Research Paper, Electronics & Communication Engineering, India, Volume 3 Issue 4, April 2014
Pages: 814 - 817Brain Tumor Detection and Identification from T1 Post Contrast MR Images Using Cluster Based Segmentation
Gauri Anandgaonkar, Ganesh Sable
Similar Articles with Keyword 'Segmentation'
Views: 178 , Downloads: 145 | CTR: 81 % | Weekly Popularity: ⮙1
M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 3, March 2015
Pages: 130 - 134Segmentation of Touching Characters in Indian Scripts
B. Hari Kumar, N. Sateesh
Views: 173 , Downloads: 132 | CTR: 76 % | Weekly Popularity: ⮙8
Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 11, November 2016
Pages: 422 - 426An Segmentation Under Connected Components Based on Watershed Algorithm Using FPGA Processor
R. Kiruthikaa, S. Salaiselvapathy
Views: 164 , Downloads: 91 | CTR: 55 % | Weekly Popularity: ⮙5
M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 2, February 2015
Pages: 1335 - 1340Robust Segmentation and Classification of Histopathological Image
Jincy Wilson, Vipin V. R.
Views: 139 , Downloads: 102 | CTR: 73 % | Weekly Popularity: ⮙1
Informative Article, Electronics & Communication Engineering, India, Volume 4 Issue 8, August 2015
Pages: 957 - 962Nighttime Vehicle Detection and Traffic Surveillance
Jacob V. Panicker
Views: 142 , Downloads: 103 | CTR: 73 % | Weekly Popularity: ⮙2
Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016
Pages: 1782 - 1786An Automatic Approach of Road Regions Extraction from Satellite Images based on Connected Component Algorithm
Mudit Shrivastava, Dr. D. M. Bhalerao
Similar Articles with Keyword 'Detection'
Views: 182 , Downloads: 137 | CTR: 75 % | Weekly Popularity: ⮙6
Comparative Studies, Electronics & Communication Engineering, India, Volume 9 Issue 6, June 2020
Pages: 750 - 753A Comparative Study on the Diagnosis of Skin Cancer using different Models in Deep Learning
Surya S Kumar, Dhanesh M S
Views: 173 , Downloads: 132 | CTR: 76 % | Weekly Popularity: ⮙8
Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 11, November 2016
Pages: 422 - 426An Segmentation Under Connected Components Based on Watershed Algorithm Using FPGA Processor
R. Kiruthikaa, S. Salaiselvapathy
Views: 61 , Downloads: 50 | CTR: 82 % | Weekly Popularity: ⮙6
Research Paper, Electronics & Communication Engineering, India, Volume 10 Issue 3, March 2021
Pages: 143 - 150VLSI Architecture Design and Implementation of CANNY Edge Detection Subsystem
Ragi R G, Jayaraj U Kidav, Roshith K
Views: 105 , Downloads: 78 | CTR: 74 % | Weekly Popularity: ⮙2
Research Paper, Electronics & Communication Engineering, India, Volume 9 Issue 10, October 2020
Pages: 1391 - 1397Error Detecting Pen
Prateek Bansal, Ritvik Singhal
Views: 119 , Downloads: 90 | CTR: 76 % | Weekly Popularity: ⮙4
M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 3, March 2015
Pages: 508 - 513Saliency Technique for Efficient Back Ground Subtraction
Aiswarya Muralidharan, S. Sivakumar
Similar Articles with Keyword 'Gabor filter'
Views: 135 , Downloads: 105 | CTR: 78 % | Weekly Popularity: ⮙2
M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 3 Issue 12, December 2014
Pages: 703 - 707Log Gabor Filter Based Feature Detection in Image Verification Application
P. Pradeep Kumar, I. Krishna Rao
Views: 132 , Downloads: 111 | CTR: 84 % | Weekly Popularity: ⮙1
Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 1, January 2016
Pages: 1312 - 1314Entropy Thresholding based Retinal Blood Vessel Segmentation
A. S. Deshpande, Nayan A. Karale
Views: 154 , Downloads: 114 | CTR: 74 % | Weekly Popularity: ⮙2
Research Paper, Electronics & Communication Engineering, India, Volume 6 Issue 4, April 2017
Pages: 1487 - 1494Detection of Lung Tumor in MR Images using Modified Pillar K-Means Algorithm with Gabor Filter and Color Mapping
Hakeem Aejaz Aslam, Prof. T. Ramashri
Views: 132 , Downloads: 118 | CTR: 89 % | Weekly Popularity: ⮙3
Research Paper, Electronics & Communication Engineering, India, Volume 2 Issue 4, April 2013
Pages: 296 - 300Facial Expression Recognition using SVC Classification & INGI Method
Ashamol Joseph, P. Ramamoorthy
Views: 146 , Downloads: 119 | CTR: 82 %
Research Paper, Electronics & Communication Engineering, India, Volume 4 Issue 4, April 2015
Pages: 3016 - 3022An Innovative Mean Approach for Plastic Surgery Face Recognition
Mahendra P. Randive, Umesh W. Hore