Image Super Resolution Enhancement using IBP Method
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 3, Issue 5
Abstract
This proposed paper provide Adaptive Iterative pixel (IBP) method for image super-resolution (SR). This paper presents a novel self-learning approach for SR. This proposed framework can provide Iterative Pixel, which offers excellent generalization in modelling the relationship between images and their associated SR versions. Unlike most prior SR methods, this does not require the collection of training low and high-resolution image data in advance, and do not assume the reoccurrence of image patches within an image or across image scales. With theoretical supports of Deconvolution filter verify that SR framework learns and selects the optimal Iterative Pixel model when producing an SR image, which results in the minimum SR reconstruction error. Evaluate AIBP method on a variety of images, and obtain very promising SR results. In most cases, this method quantitatively and qualitatively outperforms.
Authors and Affiliations
Ms. Sruthi Mohan*1
Keywords
Related Articles
- EP ID EP153474
- DOI -
- Views 63
- Downloads 0
Detection of Optic Cup Disc using Morphological Pixel Classification Technique
Retinal image segmentation is important for diagnosing various issues happens in eye. Retinal image segment is one among the crucial problems as a result of this image contains terribly little nerves and a few art...
FRACTIONAL FREE ELECTRON LASER EQUATION AND GENERALIZED MSERIES
In this decade fractional free electron laser (FEL) equation are studied due to their utility and importance in mathematical physics, The aim of present work is to find the solution of generalized fractional order...
Experimental and Theoretical Investigation Into Rotary Forging of Axi-Symmetric Aluminium Disc
The present paper focus on the investigation into rotary forging of axi-symmetric aluminium disc experimentally and ‘Upper Bound’ theoretical analysis. Conical die with include angle of 1700 , i.e. skew angle of...
IP Over DWDM
This paper completely deals with optical signal transmission; with encapsulation entire raw packets are converted as optical signals. Since the usage of internet and intranet are increasing day by day, the demands...
[b]FINITE ELEMENT ANALYSIS AND FATIGUE ANALYSIS OF SPUR GEAR UNDER RANDOM LOADING[/b]
Every component or structure is designed based on factor of safety. Which means the component should not fail below the design load. But in actual arena it is not so. There is a need for an analysis which predicts the l...