Skin Cancer ? Melanoma Detection in Skin Images Using Local Binary Pattern (LBP) and GLCM
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Downloads: 139

Research Paper | Computer Science & Engineering | India | Volume 4 Issue 7, July 2015

Skin Cancer ? Melanoma Detection in Skin Images Using Local Binary Pattern (LBP) and GLCM

Ramandeep Kaur, Gurmeen Kaur

To improve the accuracy level, a k-means clustering is proposed followed by local binary pattern. This not only clearly detects the melanoma but also segment the cancerous part from the back ground. Further, the image is confirmed by using the local binary pattern in order to do the dimensional analysis of the skin cancer. The algorithm is tested on different skin image data base covering different stages of skin cancer and b=normal images. The results very accurate and later stage could be predicted in consultation with medical practioner. The prime concern in the presented work is on extracting the skin image features in textural domain as well as radial domain i. e. area, perimeter and standard deviation of radii. This enables in analyzing the cancer spot analysis and guides for the direction of spread of the cancer.

Keywords: Histogram Equalization, K-means clustering, LBP, GLCM, Dermoscopic Images

Edition: Volume 4 Issue 7, July 2015

Pages: 134 - 139

Share this Article

How to Cite this Article?

Ramandeep Kaur, Gurmeen Kaur, "Skin Cancer ? Melanoma Detection in Skin Images Using Local Binary Pattern (LBP) and GLCM", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB156304, Volume 4 Issue 7, July 2015, 134 - 139

Enter Your Email Address




Similar Articles with Keyword 'Histogram Equalization'

Downloads: 34

Research Paper, Computer Science & Engineering, Syria, Volume 10 Issue 3, March 2021

Pages: 524 - 528

Detection and Classification of Skin Cancer using Image Processing Techniques

Maha Shawish, Balsam Eid

Share this Article

Downloads: 108

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1891 - 1895

Image Normalization Robust using Histogram Equalization and Logarithm Transform Frequency DCT Coefficients for Illumination in Facial Images

Dr. V. S. Manjula

Share this Article

Downloads: 111

Research Paper, Computer Science & Engineering, India, Volume 7 Issue 5, May 2018

Pages: 1168 - 1171

An Advanced Implementation for Enhancing Color Images Using Histogram Technique

Anubhooti Purbey, Manish Mathuria

Share this Article

Downloads: 113

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 2334 - 2338

A Novel Technique to Improve Impulse Noise from Digital Images

Rahul Bhan, Ashish Verma, Kushagra Sharma

Share this Article

Downloads: 115 | Weekly Hits: ⮙1 | Monthly Hits: ⮙12

Research Paper, Computer Science & Engineering, India, Volume 8 Issue 8, August 2019

Pages: 1150 - 1153

Clipping Based Hue Preserving Color Image Enhancement using Integrated 2-Dimensional Filter

Seema, Shaveta Kalsi

Share this Article

Similar Articles with Keyword 'K-means clustering'

Downloads: 104 | Weekly Hits: ⮙3 | Monthly Hits: ⮙10

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1634 - 1638

Performance Comparison of Hard and Fuzzy Clustering Algorithms on ESTs of Human Genes

Abhilasha Chaudhuri, Asha Ambhaikar

Share this Article

Downloads: 105 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1164 - 1169

A Survey on Scalable Big Data Analytics Platform

Ravindra Phule, Madhav Ingle

Share this Article

Downloads: 105 | Weekly Hits: ⮙3 | Monthly Hits: ⮙12

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 2, February 2016

Pages: 1396 - 1400

An Improved Mining of Biomedical Data from Web Documents Using Clustering

Nikita Gupta, Gunjan Pahuja

Share this Article

Downloads: 106 | Weekly Hits: ⮙3 | Monthly Hits: ⮙12

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 938 - 943

HCR Using K-Means Clustering Algorithm

Meha Mathur, Anil Saroliya

Share this Article

Downloads: 108

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1066 - 1069

Identifying Human-Object Interactions in Motionless Images by Modeling the Mutual Context of Objects and Human Poses

A. N. Bhagat, N. B. Pokale

Share this Article

Similar Articles with Keyword 'LBP'

Downloads: 106

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1502 - 1506

An Effective Technique for Matching Facial Composite to Mugshots using Face Sketch System

Vinayak P P, Nahala M A

Share this Article

Downloads: 106

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 1982 - 1984

A Study on Various Techniques for Face Recognition

Heena Goyal, Sonika Jindal

Share this Article

Downloads: 111

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1103 - 1107

Recognition of 3D Frontal Face Images Using Local Ternary Patterns and MLDA Algorithm

Dr. T. Karthikeyan, T. K. Sumathi

Share this Article

Downloads: 114 | Weekly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1290 - 1294

Face Sketch to Photo Matching Using LFDA and Pre-Processing

Pushpa Gopal Ambhore, Lokesh Bijole

Share this Article

Downloads: 114 | Weekly Hits: ⮙1 | Monthly Hits: ⮙14

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2653 - 2656

Comparative Study of Face Recognition Algorithm on Cohn-Kanade Database

Radhika Sharma, Abhay Sharma

Share this Article

Similar Articles with Keyword 'GLCM'

Downloads: 102

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 826 - 829

Neural Systems Approach for Ammography Finding by Utilizing Wavelet Features

A. Mallareddy, A. Priyanka

Share this Article

Downloads: 109 | Weekly Hits: ⮙4 | Monthly Hits: ⮙12

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2577 - 2580

Clothing Pattern Recognition for Blind using SURF and combined GLCM, Wavelet

Manisha Dhongade

Share this Article

Downloads: 112 | Weekly Hits: ⮙5 | Monthly Hits: ⮙13

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1898 - 1905

Optimal Feature Subset Selection Using Differential Evolution and Extreme Learning Machine

Bharathi P T, Dr. P. Subashini

Share this Article

Downloads: 113 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, Iraq, Volume 6 Issue 9, September 2017

Pages: 1537 - 1547

The Use of Run Length and Contrast Features with Neural Network for Texture Recognition

Suhair H. S. Al-Kilidar, Loay E. George

Share this Article

Downloads: 115

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2579 - 2582

Content Based Image Retrieval and Classification Using Principal Component Analysis

Roshani Mandavi, Kapil Kumar Nagwanshi

Share this Article

Similar Articles with Keyword 'Dermoscopic Images'

Downloads: 132 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 860 - 864

Neural Network Based Detection of Melanoma Skin Cancer

Saudamini S. Jivtode, Amit Ukalkar

Share this Article

Downloads: 139

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 134 - 139

Skin Cancer ? Melanoma Detection in Skin Images Using Local Binary Pattern (LBP) and GLCM

Ramandeep Kaur, Gurmeen Kaur

Share this Article

Downloads: 202 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 8 Issue 6, June 2019

Pages: 144 - 147

Melanoma Skin Cancer Detection by using Segmentation

Saudamini S. Jivtode

Share this Article



Top