International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064

Research Paper | Computer Science & Engineering | India | Volume 2 Issue 1, January 2013

Image Clustering using Color Moments, Histogram, Edge and K-means Clustering

Annesha Malakar, Joydeep Mukherjee

Clustering a large volume of image database is a challenging research work. Image clustering is needed many practical area like Medical Diagnosis, Military. There exist many traditional way to cluster similar data. But the accuracy level is not so high. So in this paper we propose a new multi feature image clustering technique which will help us to classify the large volume data with high accuracy level. Firstly we extract color moments feature from an image, and then we consider histogram analysis and make a summation of each color bin. Finally we used canny edge detection technique. Lastly we combine all features in a matrix and perform clustering algorithm to cluster data.

Keywords: Color moments, Color Histogram, Edge Detection, Clustering

Edition: Volume 2 Issue 1, January 2013

Pages: 532 - 537


How to Cite this Article?

Annesha Malakar, Joydeep Mukherjee, "Image Clustering using Color Moments, Histogram, Edge and K-means Clustering", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=IJSRON2013308, Volume 2 Issue 1, January 2013, 532 - 537

24 PDF Views | 21 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Color moments'

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

Pages: 1023 - 1028

Medical Information Retrieval through Mobile Devices

Ashwini Tadkal, Suvarna Nandyal

Share this article

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 1, January 2013

Pages: 532 - 537

Image Clustering using Color Moments, Histogram, Edge and K-means Clustering

Annesha Malakar, Joydeep Mukherjee

Share this article

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 888 - 890

A Review on various Approaches for Feature Extraction in CBIR

Damandeep Singh, Nitin Bhagat

Share this article

Similar Articles with Keyword 'Color Histogram'

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 1731 - 1734

A Survey on Multimodal Visual Search Methods

Seema Ranuji Ghule

Share this article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 433 - 436

Nitrogen Management for Maize using Image Processing

K.Vasantha Kumar, V. Valli Kumari

Share this article

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

Pages: 2318 - 2322

An Adaptive Histogram Values & Texture Descriptor for Data Analysis

Ritika Verma, Vinay Thakur

Share this article

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 1, January 2013

Pages: 538 - 543

Image Similarity Measure using Color Histogram, Color Coherence Vector, and Sobel Method

Kalyan Roy, Joydeep Mukherjee

Share this article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 744 - 748

Review on Tracking Object Motion in Video

Sandhya G. Alhat, Manasi K. Kulkarni

Share this article

Similar Articles with Keyword 'Edge Detection'

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 2133 - 2137

A Review on Edge Detection Using Different Techniques

Rekha Rani, Shailja Kumari

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1132 - 1135

Robust Approach for Product Label Reading

Shradha Vitthalrao Chalikwar, Sinu Nambiar

Share this article

Research Paper, Computer Science & Engineering, Nigeria, Volume 4 Issue 4, April 2015

Pages: 3158 - 3161

Vehicle License Plate Recognition Using Edge Detection and Neural Network

Arulogun Oladiran Tayo, Amusan Damilare Gideon

Share this article

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

Pages: 1879 - 1886

Performance Comparison of Different Feature Detection Methods with Gabor Filter

Harpreet Kaur, Dr. Lakhwinder Kaur

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 12, December 2016

Pages: 1173 - 1177

Querying Images by Content Using Color, Texture and Shape

Madhuri S. Bhadange, Yoginath R. Kalshetty

Share this article

Similar Articles with Keyword 'Clustering'

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

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

Pages: 2515 - 2518

Ameliorating Brain Image Segmentation Using Fuzzy Clustering Techniques

Sana Tak, Toran Verma

Share this article

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

Pages: 1598 - 1602

Search Result Optimization using Annotators

Vishal A. Kamble, Amit B. Chougule

Share this article

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

Pages: 2880 - 2884

Inferring User Search Goals Using Feedback Session

Harshada P. Bhambure, Mandar Mokashi

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 6 Issue 6, June 2017

Pages: 1288 - 1292

Textual Description for Annotating Videos

Shama P S, Pattan Prakash

Share this article

Top