Melanoma Skin Cancer Detection by using Segmentation
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

Views: 287 , Downloads: 198 | CTR: 69 % | Weekly Hits: ⮙4

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

Melanoma Skin Cancer Detection by using Segmentation

Saudamini S. Jivtode

Skin cancer is the deadliest form of cancers in humans. It is found in various types such as Melanoma, Basal and Squamous cell Carcinoma among which Melanoma is the most unpredictable. Detection of melanoma skin cancer in the earlier stage is very critical. In this paper, we explain the method for the detection of Melanoma Skin Cancer using Segmentation. The input to the system is the Dermoscopic Image and then apply and then by applying novel image processing techniques. The different stages of detection involves- collection of Dermoscopic Images, filtering the images by using Dull Razor filtering for removing hairs and air bubbles in the image, converting to gray scale, contrast enhancement, noise filtering, segmenting the images using Maximum Entropy Threshold. Feature Extraction technique used is Gray Level Co-occurrence Matrix (GLCM).It is a powerful tool for image feature extraction by mapping the gray level co-occurrence probabilities based on spatial relations of pixels in different angular directions. They are mean, standard deviation, Skewness, Kurtosis, Contrast, Energy and Homogeneity. Mean or expected value provides a measure of distribution. The sensitivity and specificity for diagnosis of melanoma achieved by neural network analysis of Raman spectra were 85 % and 99 %, respectively. We propose that neural network analysis of near-infrared Fourier transform Raman spectra could provide a novel method for rapid, automated skin cancer diagnosis on unstained skin samples.

Keywords: Skin cancer, Segmentation, Thresholding, Neural Network, GLCM, Melanoma Detection,

Edition: Volume 8 Issue 6, June 2019

Pages: 144 - 147

Share this Article

How to Cite this Article?

Saudamini S. Jivtode, "Melanoma Skin Cancer Detection by using Segmentation", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=ART20198403, Volume 8 Issue 6, June 2019, 144 - 147

287 PDF Views | 198 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Skin cancer'

Views: 46 , Downloads: 30 | CTR: 65 % | Weekly Hits: ⮙6

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

Views: 136 , Downloads: 111 | CTR: 82 % | Weekly Hits: ⮙4

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 2360 - 2365

Prescreening of Skin Lesions from Digital Images

Neethu S N, Ajeesh S S

Share this Article

Views: 130 , Downloads: 116 | CTR: 89 % | Weekly Hits: ⮙3

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 6 Issue 6, June 2017

Pages: 1495 - 1500

Verifiable Attribute-Based Through Text and Image Search with Fine-Grained Owner-Enforced Search Authorization in the Cloud

Nirupama Devangaon, Dr Suvarna Nandyal

Share this Article

Views: 165 , Downloads: 127 | CTR: 77 % | Weekly Hits: ⮙2

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

Views: 148 , Downloads: 138 | CTR: 93 % | Weekly Hits: ⮙4

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

Similar Articles with Keyword 'Segmentation'

Views: 65 , Downloads: 44 | CTR: 68 % | Weekly Hits: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1682 - 1686

Support Vector Machine Based MRI Brain Tumor Detection

Nazima Yousuf, Mrigana Walia

Share this Article

Views: 95 , Downloads: 62 | CTR: 65 % | Weekly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1615 - 1620

Traffic Sign Detection via Graph Based Ranking and Segmentation Algorithm

Premsai Cheedella

Share this Article

Views: 81 , Downloads: 63 | CTR: 78 % | Weekly Hits: ⮙2

Research Paper, Computer Science & Engineering, China, Volume 10 Issue 1, January 2021

Pages: 1165 - 1168

A Capsule Robot Attitude Transformation Perception Method based on Intestinal Fold Features

Chengcheng Yan, Yanping Hu

Share this Article

Views: 140 , Downloads: 98 | CTR: 70 % | Weekly Hits: ⮙1

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1624 - 1627

Video Segmentation Using Global Motion Estimation and Compensation

Pallavi R. Wagh, Shubhangi Vaikole

Share this Article

Views: 143 , Downloads: 100 | CTR: 70 % | Weekly Hits: ⮙3

Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017

Pages: 2147 - 2150

A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases

Roshni C.R, Dr. M. Safish Mary

Share this Article

Similar Articles with Keyword 'Thresholding'

Views: 65 , Downloads: 44 | CTR: 68 % | Weekly Hits: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1682 - 1686

Support Vector Machine Based MRI Brain Tumor Detection

Nazima Yousuf, Mrigana Walia

Share this Article

Views: 57 , Downloads: 45 | CTR: 79 % | Weekly Hits: ⮙6

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

Pages: 376 - 379

Glaucoma Detection Using Support Vector Machine Algorithm

Aukif Yousuf Wani, Preeti Sondhi

Share this Article

Views: 135 , Downloads: 108 | CTR: 80 % | Weekly Hits: ⮙1 | Monthly Hits: ⮙15

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

Pages: 2078 - 2080

Image Enhancement Technique Using Symlet and Daubechies Wavelets

Shivani Jain, Jyoti Rani

Share this Article

Views: 137 , Downloads: 109 | CTR: 80 % | Weekly Hits: ⮙2

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

Pages: 1295 - 1299

Image Denoising Using Hybrid Thresholding, DWT and Adaptive Intensity Transformations

Taranjot Kaur

Share this Article

Views: 145 , Downloads: 109 | CTR: 75 % | Weekly Hits: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1563 - 1567

Image Denoising Using Hybrid Thresholding, MFHT and Hybrid Post Filtering

Taranjot Kaur, Manish Mittal

Share this Article

Similar Articles with Keyword 'Neural Network'

Views: 117 , Downloads: 82 | CTR: 70 % | Weekly Hits: ⮙5

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Views: 24 , Downloads: 23 | CTR: 96 % | Weekly Hits: ⮙5

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

Pages: 1720 - 1723

Key Phrase Extraction Using Recurrent Neural Network

Aakib Jabbar, Preeti Sondhi

Share this Article

Views: 38 , Downloads: 33 | CTR: 87 % | Weekly Hits: ⮙2

Student Project, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021

Pages: 1677 - 1680

Detecting Pneumonia from X-Ray Images using Deep Learning

Deep Piyushkumar Patel

Share this Article

Views: 63 , Downloads: 35 | CTR: 56 % | Weekly Hits: ⮙1 | Monthly Hits: ⮙14

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1673 - 1677

Convolution Neural Network Based Image Recognition

Sofia Hamid, Mrigana Walia

Share this Article

Views: 136 , Downloads: 101 | CTR: 74 % | Weekly Hits: ⮙1

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

Pages: 1769 - 1771

A Review of Comparatively Study of Different Speaker Recognition Techniques

Umer Malik

Share this Article

Similar Articles with Keyword 'GLCM'

Views: 154 , Downloads: 102 | CTR: 66 % | Weekly Hits: ⮙1 | Monthly Hits: ⮙7

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

Views: 151 , Downloads: 107 | CTR: 71 % | Weekly Hits: ⮙3

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

Views: 136 , Downloads: 111 | CTR: 82 % | Weekly Hits: ⮙2 | Monthly Hits: ⮙11

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

Views: 136 , Downloads: 112 | CTR: 82 % | Weekly Hits: ⮙2

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

Views: 128 , Downloads: 112 | CTR: 88 %

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

Similar Articles with Keyword 'Melanoma Detection,'

Views: 165 , Downloads: 127 | CTR: 77 % | Weekly Hits: ⮙2

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

Views: 287 , Downloads: 198 | CTR: 69 % | Weekly Hits: ⮙4

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