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



Review Papers | Computer Science & Engineering | India | Volume 5 Issue 5, May 2016

Image Compression Methods using Dimension Reduction and Classification through PCA and LDA: A Review

Khushboo Kumar Sahu, Prof. K. J. Satao

This paper presents in depth survey on various techniques of compression methods. Linear Discriminant analysis (LDA) is a method used in statistics, pattern recognition and machine learning to find a linear combination of features that characterizes or separates two or more classes of objects or events. The resulting combination may be for dimensionality reduction before later classification. Principal component analysis (PCA) is a statistical procedure that uses an orthogonal transformation to convert a set of variables of possibly correlated variables into a set of values of linearly uncorrelated variables called principal components. The purpose of the review is to explore the possibility of a combined approach for image compression in which the best features of LDA and PCA shall be used. Another purpose of the study is to explore the possibility of image compression for multiple images.

Keywords: Image Compression, Dimension Reduction, Linear Discriminant Analysis LDA, Principal Component Analysis PCA

Edition: Volume 5 Issue 5, May 2016

Pages: 2277 - 2280

Share this Article

How to Cite this Article?

Khushboo Kumar Sahu, Prof. K. J. Satao, "Image Compression Methods using Dimension Reduction and Classification through PCA and LDA: A Review", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV163957, Volume 5 Issue 5, May 2016, 2277 - 2280

37 PDF Views | 31 PDF Downloads

Download Article PDF

Similar Articles with Keyword 'Image Compression'

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

Pages: 943 - 948

Hybrid Fractal Image Compression Using Quadtree Decomposition with Huffman Coding

Shweta Pandey, Megha Seth

Share this Article

Research Paper, Computer Science & Engineering, Sudan, Volume 5 Issue 8, August 2016

Pages: 1167 - 1170

Image Compression Techniques Based on Transform Coding

Elhadi Amir Elhadi, Dr. Abu Obeida Mohamed Alhassan

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1538 - 1540

Survey on Optimization of Fractal Image Compression

Er. Awdhesh Kumari, Dr. Shaveta Rani, Dr. Paramjeet Singh

Share this Article

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

Pages: 1830 - 1833

A Survey on Efficient ETC (Encryption-Then-Compression) Techniques for Image Data Security

Ganesh Lamkhade, Ajay Kumar Gupta

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 1603 - 1607

Provisioning of Compression and Secure Management Services for Healthcare Data in Cloud Computing

Suhasini Kalki, Jayashree Agarkhed

Share this Article

Similar Articles with Keyword 'Dimension Reduction'

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

Pages: 2277 - 2280

Image Compression Methods using Dimension Reduction and Classification through PCA and LDA: A Review

Khushboo Kumar Sahu, Prof. K. J. Satao

Share this Article

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

Pages: 1051 - 1054

An Efficient Network Intrusion Based on Decision Tree Classifier & K-Mean Clustering using Dimensionality Reduction

Vandna Malviya, Anurag Jain

Share this Article

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

Pages: 188 - 193

Performance Enhancement of Dimension Reduction for Microarray Data

Shubhangi N. Katole, Swapnili P. Karmore

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1049 - 1052

Optimization of Huffman Encoding for Multiple Images Compression using PCDA

Khushboo Kumar Sahu, K. J. Satao

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1307 - 1311

A Review of Automatic Speaker Age Classification, Recognition and Identifying Speaker Emotion Using Voice Signal

Shivaji Chaudhari, Ramesh Kagalkar

Share this Article

Similar Articles with Keyword 'Linear Discriminant Analysis LDA'

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

Pages: 2277 - 2280

Image Compression Methods using Dimension Reduction and Classification through PCA and LDA: A Review

Khushboo Kumar Sahu, Prof. K. J. Satao

Share this Article

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

Pages: 834 - 837

Optimization of Image Compression Technique: Huffman Coding by Using PCDA

Rakhi Seth, Sanjivani Shantaiya

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1049 - 1052

Optimization of Huffman Encoding for Multiple Images Compression using PCDA

Khushboo Kumar Sahu, K. J. Satao

Share this Article

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

Pages: 274 - 277

A Survey on Image Compression Methods with PCA & LDA

Rakhi Seth, Sanjivani Shantaiya

Share this Article

Similar Articles with Keyword 'Principal Component Analysis PCA'

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

Pages: 2384 - 2390

Performance Evaluation of Some Selected Feature Extraction Algorithms in Ear Biometrics

Afolabi Adeolu, Ademiluyi Desmond

Share this Article

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

Pages: 2277 - 2280

Image Compression Methods using Dimension Reduction and Classification through PCA and LDA: A Review

Khushboo Kumar Sahu, Prof. K. J. Satao

Share this Article

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

Pages: 834 - 837

Optimization of Image Compression Technique: Huffman Coding by Using PCDA

Rakhi Seth, Sanjivani Shantaiya

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1049 - 1052

Optimization of Huffman Encoding for Multiple Images Compression using PCDA

Khushboo Kumar Sahu, K. J. Satao

Share this Article

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

Pages: 2406 - 2408

A Review on Diagnosis of Diabetes in Data Mining

Sukhjinder Singh, Kamaljit Kaur

Share this Article



Top