Open Access Journal

ISSN : 2394-2320 (Online)

International Journal of Engineering Research in Computer Science and Engineering (IJERCSE)

Monthly Journal for Computer Science and Engineering

Open Access Journal

International Journal of Engineering Research in Computer Science and Engineering (IJERCSE)

Monthly Journal for Computer Science and Engineering

ISSN : 2394-2320 (Online)

Hybrid Model for Image Classification and Analysis of Best Enhancement Technique

Author : Divya H N 1 Deepu R 2

Date of Publication :16th August 2017

Abstract: With the advent of technology and devices, information from various media are emerging in the form of images and videos. These images get distorted due to various reasons such as motion blurring, compression, sensor inadequacy, error that may occur during transmission or the combination of various other factors. Image Enhancement is one among the most important techniques used to address these distorted images by improving the visual appearance of an image. There are wide varieties of techniques available to enhance quality of an image. Choice of suitable technique is a critical task which is application specific and objective to which images are being used. The objective of this paper is to identify the category of image based on its texture features and analyze the best enhancement technique. The paper reviews and analyses various available enhancement techniques. The possible better enhancement technique is assessed using image quality metrics such as Mean Average Error (MAE) and Peak Signal To Noise Ratio (PSNR) values

Reference :

    1. [1] Rafael C Gonzalez, Richard E Woods Steven L. Eddins Digital Image Processing Using MATLAB Pearson Prentice Hall.
    2. [2] P.Janani, J.Premaladha K.S.Ravichandran Image Enhancement Techniques: A Study International Journal of Science and Technology, 2017.
    3. [3] Nisha Sunil Kumar Image Quality Assessment Techniques. International Journal of Advanced Research in Computer Science and Software Engineering, 2013.
    4. [4] Raju.A Dwarakish G.S Venkat Reddy D A Comparative Analysis of Histogram Equalization based Techniques for Contrast Enhancement and Brightness Preserving. International Journal of Signal Processing, Image Processing and Pattern Recognition, 2013.
    5. [5] Lasmika K. Raveendra Improving Quality of Satellite Image by Wavelet Transforming & Morphological Filtering. International Journal of Innovative Research in Science, Engineering and Technology, 2014.
    6. Soong-Der Chen A new image quality measure for assessment of histogram equalization-based contrast enhancement techniques.Digital Signal Processing ,2012.
    7. P.MohanaiahP.Sathyanarayana L.GuruKumar Image Texture Feature Extraction Using GLCM Approach. International Journal of Scientific and Research Publications, 2013.
    8. Annu Saini Image Enhancement Techniques for Fingerprint Images. International Journal for Emerging Trends and Technology, 2012.
    9. Anup Vibhute S K Bodhe Applications of Image Processing in Agriculture: A Survey.International Journal of Computer Applications , 2012.
    10. M.A.Shaikh, , S.B.Sayyad Color Image Enhancement Filtering Techniques For Agricultural Domain Using MATLAB. International Symposium on “Operational Remote Sensing Applications: Opportunities, Progress and Challenges”, Hyderabad, India, December 9 – 12, 2014.
    11. Sargun Shashi B. Rana A Review of Medical Image Enhancement Techniques for Image Processing. International Journal of Current Engineering and Technology, 2015.
    12. UdayKumbhar Vishal Patil Shekhar Rudrakshi Enhancement Of Medical Images Using Image Processing In Matlab. International Journal of Engineering Research & Technology (IJERT) 2013.
    13. S S Bedi Rati Kandelwal Various Image Enhancement Techniques – A Critical Review. International Journal of Advanced Research in Computer and Communication Engineering, 2013.
    14. Ravi B. Mehta Richard Sonaliya Survey on Satellite Image Enhancement Techniques. International Journal of Computer Science and Information Technologies, 2014.
    15. Gauri Rode V. K. Shandilya A Literature Review of Satellite Image Enhancement Methods. International Journal of Science and Research,2013.
    16. LinLin Shen Alex Kot WaiMun Koo Quality measures of fingerprint images.

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