Content Based Image Retrieval and Classification Using Principal Component Analysis
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: 115

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

Content Based Image Retrieval and Classification Using Principal Component Analysis

Roshani Mandavi, Kapil Kumar Nagwanshi

Content based image retrieval (CBIR) systems has become more popular nowadays in many applications. The main issue in content-based image retrieval system (CBIR) is to extract the image features that represent the image contents in a database. Such an extraction requires a detailed analysis of retrieval performance of image features. In this research we will propose a retrieval system which uses color, texture and shape features of an image that represent the contents of image. Proposed system extract the color, texture and shape feature using color moment, grey-level co-occurrence matrix (GLCM) and Fourier descriptors respectively. After the features are selected, a PCA based classifier classifies an image based on trained feature database and results of this system retrieves the relevant images. It will propose an efficient retrieval system which is able to select the most relevant features to analyze new encountered images thereby improving the retrieval efficiency and accuracy.

Keywords: CBIR content based image retrieval, Feature extraction, Color moment, Grey level co-occurrence matrix GLCM, Fourier descriptor, PCA principal component analysis, Feature similarity

Edition: Volume 4 Issue 6, June 2015

Pages: 2579 - 2582

Share this Article

How to Cite this Article?

Roshani Mandavi, Kapil Kumar Nagwanshi, "Content Based Image Retrieval and Classification Using Principal Component Analysis", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB155982, Volume 4 Issue 6, June 2015, 2579 - 2582

Enter Your Email Address




Similar Articles with Keyword 'Feature extraction'

Downloads: 2 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 863 - 865

Detection of Malicious URLs using Classification Algorithm

Muskan V. Jaiswal, Dr. Anjali B. Raut

Share this Article

Downloads: 3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 866 - 868

Detecting and Blocking of Malicious URL

Muskan V. Jaiswal, Anjali B. Raut

Share this Article

Similar Articles with Keyword 'Color moment'

Downloads: 117

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

Downloads: 119

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 'CBIR'

Downloads: 100

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

Downloads: 104

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

Pages: 772 - 778

Framework using Diagnosis and CBIR System for Identifying Contrast Agent Concentration

Vinitha Kumari.G, Shivamurthy.R.C

Share this Article

Similar Articles with Keyword 'content'

Downloads: 1 | Monthly Hits: ⮙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: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

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

Pages: 1118 - 1123

Music Recommendation System

Nipun Prakash Gupta, Durgesh Kumar

Share this Article

Similar Articles with Keyword 'based'

Downloads: 129

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

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker, Ashok Veda

Share this Article

Downloads: 104

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

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: 83

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 'retrieval'

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: 1 | Monthly Hits: ⮙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

Similar Articles with Keyword 'Feature'

Downloads: 129

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

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker, Ashok Veda

Share this Article

Downloads: 502 | Monthly Hits: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Similar Articles with Keyword 'extraction'

Downloads: 1

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

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Downloads: 2 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 863 - 865

Detection of Malicious URLs using Classification Algorithm

Muskan V. Jaiswal, Dr. Anjali B. Raut

Share this Article

Similar Articles with Keyword 'Color'

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: 64 | Weekly Hits: ⮙1 | Monthly 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

Similar Articles with Keyword 'moment'

Downloads: 64 | Weekly Hits: ⮙3 | Monthly Hits: ⮙15

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

Downloads: 91 | Monthly Hits: ⮙1

Masters Thesis, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 431 - 433

Real Time Signal Quality ECG Telemetry System for IoT - Based Health Care Monitoring

Arjumand Arshi, Dr. Sameena Banu

Share this Article

Similar Articles with Keyword 'Grey'

Downloads: 3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 4, April 2021

Pages: 1292 - 1297

Supply Chain Using Blockchain (Healthcare Industry)

Prof. Mangesh G. Ingale, Shyam Jamman Parmeshwar, Yash G. Purohit, Divyani Sable, Vishaksha Kachane

Share this Article

Downloads: 47

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

Similar Articles with Keyword 'level'

Downloads: 0

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

Pages: 517 - 520

Smart Health Monitoring System

Damodharan D, Anant Mishra, Ankit Sharma, Abhishek Tripathi

Share this Article

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 886 - 889

Survey on Algorithms Predicting Performance of Keyword Queries

Snehal Borole

Share this Article

Similar Articles with Keyword 'matrix'

Downloads: 64 | Weekly Hits: ⮙3 | Monthly Hits: ⮙15

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

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

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

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

Similar Articles with Keyword 'Fourier'

Downloads: 105

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

Pages: 1537 - 1542

Remote Sensing Satellite Image Fusion Using Fast Curvelet Transforms

Namratha H. N., Raghu M. T.

Share this Article

Downloads: 108

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

Pages: 1427 - 1430

Hand Gesture Recognition Using Clustering Based Technique

Jignasha B. Panchal, Karshan P. Kandoriya

Share this Article

Similar Articles with Keyword 'descriptor'

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: 102

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

Pages: 2599 - 2602

Variable Size Bin Packing Algorithm for IoT

Kshitija Kalaskar

Share this Article

Similar Articles with Keyword 'PCA'

Downloads: 104

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 2016 - 2019

A Survey on Outlier Detection Methods

Rajani S Kadam, Prakash R Devale

Share this Article

Downloads: 105

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

Pages: 1537 - 1542

Remote Sensing Satellite Image Fusion Using Fast Curvelet Transforms

Namratha H. N., Raghu M. T.

Share this Article

Similar Articles with Keyword 'principal'

Downloads: 105

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

Pages: 1537 - 1542

Remote Sensing Satellite Image Fusion Using Fast Curvelet Transforms

Namratha H. N., Raghu M. T.

Share this Article

Downloads: 105

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

Pages: 2369 - 2371

Analysis on PLSR in Contrast with PCR

Abhimanyu Kumar

Share this Article

Similar Articles with Keyword 'component'

Downloads: 1 | Monthly Hits: ⮙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: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1380 - 1382

A Literature Review of Enhancing Security in Mobile Ad-Hoc Networks Using Trust Management Security Scheme

Rajshree Ambatkar, Purnima Selokar

Share this Article

Similar Articles with Keyword 'analysis'

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: 1

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

Pages: 1789 - 1791

The Survey Paper on Importance of Integration of Knowledge Management and Business Intelligence

Vina Lomte, Saloni Shah

Share this Article

Similar Articles with Keyword 'similarity'

Downloads: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

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

Pages: 1118 - 1123

Music Recommendation System

Nipun Prakash Gupta, Durgesh Kumar

Share this Article

Downloads: 99

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

Pages: 2297 - 2299

Measuring and Comparing Semantic Structure of Ontology

Nirmitee N. Kurhekar, Prof. L. J. Sankpal

Share this Article



Top