Image De-Noising and Compression Using Statistical based Thresholding in 2-D Discrete Wavelet Transform
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2016, Vol 7, Issue 11
Abstract
Images are very good information carriers but they depart from their original condition during transmission and are corrupted by different kind of noise. The purpose is to remove the noisy coefficients such that minimum amount of information is lost and maximum amount of noise is suppressed or reduced. We considered Generalized Gaussian distribution for modeling of noise. In the proposed technique, statistical thresholding methods are used for the estimation of threshold value while Bi-orthogonal wavelet has been envisaged for image decomposition and reconstruction. A qualitative and quantitative analysis of thresholding methods on different images shows significant results for statistical thresholding methods based on objective and subjective quality as compared to other de-noising methods.
Authors and Affiliations
Qazi Mazhar, Adil Masood Siddique, Imran Touqir, Adnan Ahmad Khan
Keywords
Related Articles
- EP ID EP397029
- DOI 10.14569/IJACSA.2016.071140
- Views 94
- Downloads 0
Training an Agent for FPS Doom Game using Visual Reinforcement Learning and VizDoom
Because of the recent success and advancements in deep mind technologies, it is now used to train agents using deep learning for first-person shooter games that are often outperforming human players by means of only scre...
Linking Context to Data Warehouse Design
Data warehouses are now widely used for analysis and decision support purposes. The availability of software solutions, which are more and more user-friendly and easy to manipulate has made it possible to extend their us...
Android Malware Detection & Protection: A Survey
Android has become the most popular smartphone operating system. This rapidly increasing adoption of Android has resulted in significant increase in the number of malwares when compared with previous years. There exist l...
Texture Analysis and Modified Level Set Method for Automatic Detection of Bone Boundaries in Hand Radiographs
Rheumatoid Arthritis (RA) is a chronic inflammatory joint disease characterized by a distinctive pattern of bone and joint destruction. To give an RA diagnosis, hand bone radiographs are taken and analyzed. A hand bone r...
Help Tetraplegic People by Means of a Computational Neuronal Control System
In the present document we present an Interface called BrainMouse where its main task is to help people with motor disabilities specially tetraplegic or quadriplegic people that they can move the mouse of the computer by...