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Title: :  Multiple Kernel Regression based on Image Resolution for JPEG Images
PaperId: :  2438
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 2 Issue 3 2016
DUI:    16.0415/IJARIIE-2438
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Archi PrajapatiL. J. Institute of Engineering and Technology
Prof. Jay AminL. J. Institute of Engineering and Technology

Abstract

Image Processing
Super resolution, Linear kernel regression, Support Vector Regression, Low Resolution Image, Interpolation, Sparse Representation.
Now A days Image Super-Resolution is active research topic due its widespread use in many practical application. Recently Learning –Based Approach for Super–resolution (SR) has been used which generate favorable result. In this paper image super –resolution based on the multiple kernel regression is presented. This approach’s core is to learn the map between the space of high resolution image patches and the space of blurred high – resolution image patches. Which is the interpolation result generated from corresponding low-resolution image. Here using multiple kernel instead of single kernel for regression. Because choosing appropriate single kernel form image is difficult and time consuming rather than dividing image into multiple sub-band and each sub-band has own kernel. And Finally use Support Vector Regression (SVR) to fit the data in high dimensional feature space. The experimental result show that it achieve three time better quality of image than other.

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IJARIIE Archi Prajapati, and Prof. Jay Amin. "Multiple Kernel Regression based on Image Resolution for JPEG Images" International Journal Of Advance Research And Innovative Ideas In Education Volume 2 Issue 3 2016 Page 1895-1903
MLA Archi Prajapati, and Prof. Jay Amin. "Multiple Kernel Regression based on Image Resolution for JPEG Images." International Journal Of Advance Research And Innovative Ideas In Education 2.3(2016) : 1895-1903.
APA Archi Prajapati, & Prof. Jay Amin. (2016). Multiple Kernel Regression based on Image Resolution for JPEG Images. International Journal Of Advance Research And Innovative Ideas In Education, 2(3), 1895-1903.
Chicago Archi Prajapati, and Prof. Jay Amin. "Multiple Kernel Regression based on Image Resolution for JPEG Images." International Journal Of Advance Research And Innovative Ideas In Education 2, no. 3 (2016) : 1895-1903.
Oxford Archi Prajapati, and Prof. Jay Amin. 'Multiple Kernel Regression based on Image Resolution for JPEG Images', International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 3, 2016, p. 1895-1903. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Multiple_Kernel_Regression_based_on__Image_Resolution_for_JPEG_Images_ijariie2438.pdf (Accessed : 17 May 2016).
Harvard Archi Prajapati, and Prof. Jay Amin. (2016) 'Multiple Kernel Regression based on Image Resolution for JPEG Images', International Journal Of Advance Research And Innovative Ideas In Education, 2(3), pp. 1895-1903IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Multiple_Kernel_Regression_based_on__Image_Resolution_for_JPEG_Images_ijariie2438.pdf (Accessed : 17 May 2016)
IEEE Archi Prajapati, and Prof. Jay Amin, "Multiple Kernel Regression based on Image Resolution for JPEG Images," International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 3, pp. 1895-1903, May-Jun 2016. [Online]. Available: https://ijariie.com/AdminUploadPdf/Multiple_Kernel_Regression_based_on__Image_Resolution_for_JPEG_Images_ijariie2438.pdf [Accessed : 17 May 2016].
Turabian Archi Prajapati, and Prof. Jay Amin. "Multiple Kernel Regression based on Image Resolution for JPEG Images." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 2 number 3 (17 May 2016).
Vancouver Archi Prajapati, and Prof. Jay Amin. Multiple Kernel Regression based on Image Resolution for JPEG Images. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2016 [Cited : 17 May 2016]; 2(3) : 1895-1903. Available from: https://ijariie.com/AdminUploadPdf/Multiple_Kernel_Regression_based_on__Image_Resolution_for_JPEG_Images_ijariie2438.pdf
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