International Journal of Science and Research (IJSR)

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

ISSN: 2319-7064


Downloads: 134

Research Paper | Computer Science & Engineering | India | Volume 8 Issue 2, February 2019


Incorporating K-Means Clustering, DWT and Neural Network for Image Segmentation

Neelesh Singh Rajput, Shalini Sahay


Abstract: In the field of image segmentation, hybrid image segmentation techniques have always been a favorite way of researchers in past decades. In this paper we are going to propose a unique hybrid approach to image segmentation problem. Various images has been taken into this experiment to evaluate the proposed method. Features are extracted from the given image by using Discrete Wavelet Transformation (DWT) and Image gradient. Then the K-Means Clustering algorithm is fed with the features extracted which are unsupervised clustering method. Then the K-Means membership function is fed to the back propagating neural network as target value. Taking the features as input, Back propagation Neural network (BPNN) trained. Thus, to achieve a better solution to image segmentation problem, combination of K-Means Clustering and BPNN has been proposed in this paper. We have taken free images available in UCI Machine Learning repository.


Keywords: Image Segmentation, K-Means Clustering, Back Propagation Neural Network BPNN, Discrete Wavelet Transformation DWT


Edition: Volume 8 Issue 2, February 2019,


Pages: 1246 - 1252


How to Cite this Article?

Neelesh Singh Rajput, Shalini Sahay, "Incorporating K-Means Clustering, DWT and Neural Network for Image Segmentation", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=ART20195384, Volume 8 Issue 2, February 2019, 1246 - 1252

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Image Segmentation'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 948 - 951

Survey on Various Image Segmentation Techniques

Babita Chauhan

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 9, September 2021

Pages: 649 - 652

Image Segmentation using Biogeography based Optimization and its Comparison with K Means Clustering

Babita Chauhan, Preeti Sondhi

Share this Article

Similar Articles with Keyword 'Image'

Downloads: 108

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1375 - 1390

A Survey of Thinning Techniques on Two Dimensional Binary Images

Moumita Sarkar, Santanu Chatterjee

Share this Article

Downloads: 86

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

Similar Articles with Keyword 'Segmentation'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 948 - 951

Survey on Various Image Segmentation Techniques

Babita Chauhan

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 9, September 2021

Pages: 649 - 652

Image Segmentation using Biogeography based Optimization and its Comparison with K Means Clustering

Babita Chauhan, Preeti Sondhi

Share this Article

Similar Articles with Keyword 'Clustering'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 948 - 951

Survey on Various Image Segmentation Techniques

Babita Chauhan

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 7, July 2021

Pages: 421 - 424

Comparative Analysis of AI Techniques in the Prediction of Heart Disease

Irtiqa Dhar

Share this Article

Similar Articles with Keyword 'Back'

Downloads: 2

Review Papers, Computer Science & Engineering, India, Volume 10 Issue 4, April 2021

Pages: 965 - 966

University Event Management System

V. Balu, P. Vagish Krishnan, Varadarajan .M

Share this Article

Downloads: 2

Research Paper, Computer Science & Engineering, China, Volume 10 Issue 5, May 2021

Pages: 1130 - 1137

Artificial Intelligence: The Backbone of Industry Evolution, Impact, and Future

Ralph Tichafa Tawanda Chawatama, Sun Shaowei

Share this Article

Similar Articles with Keyword 'Propagation'

Downloads: 102

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

Pages: 1127 - 1129

Trust Checking in Social Networks Using Data Mining

Archa.S

Share this Article

Downloads: 104

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 846 - 851

Energy Efficient QRS Detection Method for Portable and Personal Analysis of ECG Signal Obtained from Wearable Wireless ECG Body Sensors

Prineeta Sahni, Khushneet Kaur

Share this Article

Similar Articles with Keyword 'Neural'

Downloads: 86

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

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 7, July 2021

Pages: 421 - 424

Comparative Analysis of AI Techniques in the Prediction of Heart Disease

Irtiqa Dhar

Share this Article

Similar Articles with Keyword 'Network'

Downloads: 105

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

Pages: 1751 - 1754

Joining Delay; Packet Delivery and Limitations of EGMP

G. Anandhi, Dr. S. K. Srivatsa

Share this Article

Downloads: 86

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

Similar Articles with Keyword 'BPNN'

Downloads: 111

Research Paper, Computer Science & Engineering, India, Volume 7 Issue 4, April 2018

Pages: 1339 - 1341

A Review on Recent Methods to Detect Leaf Disease Symptoms Using Image Processing

Chaitali Pandya, L. K. Sharma

Share this Article

Downloads: 112

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1892 - 1896

Review on Gait Recognition Using Artificial Intelligence

Drishty, Jasmeen Gill

Share this Article

Similar Articles with Keyword 'Discrete'

Downloads: 82

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 3, March 2013

Pages: 165 - 167

Statistical Analysis of DCT Coefficients for Ascertaining Ears Biometrics

Nisha, Jatinder Kansal, JPS Raina

Share this Article

Downloads: 102

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

Pages: 1984 - 1986

Discrete Cosine Transform based Image Inpainting

Bansi B. Thanki

Share this Article

Similar Articles with Keyword 'Wavelet'

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: 102

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 2040 - 2043

An Efficient Method for Image Denoising Using Orthogonal Wavelet Transform

Akshata S Kori, Manjunatha A S.

Share this Article

Similar Articles with Keyword 'Transformation'

Downloads: 108

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1375 - 1390

A Survey of Thinning Techniques on Two Dimensional Binary Images

Moumita Sarkar, Santanu Chatterjee

Share this Article

Downloads: 65

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

Similar Articles with Keyword 'DWT'

Downloads: 73

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 470 - 478

Ensuring Video Integrity Using Watermark - Chaining by SVD and DWT

Aditya Tiwari, Ayush Pandey

Share this Article

Downloads: 104

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1587 - 1589

A Survey on Comparison between DCT and DWT Techniques of Image Compression

Pooja Rani, Apoorva Arora

Share this Article
Top