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Title: :  A Survey on Adaptive Techniques of Image Super resolution
PaperId: :  1499
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 1 Issue 5 2015
DUI:    16.0415/IJARIIE-1499
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Antim PatelSigma Institute of Engineering
Kishori shekokarSigma Institute of Engineering

Abstract

Computer Engineering
Super resolution, Adaptive techniques, FCBI, NEDI , ICBI, PSO
Superresolution is a concept to increase the resolution. The main objective is super-resolving low resolution of a leaf diseased images. Plant diseases can cause significant reduction in both quality and quantity of agricultural products. This restrict the growth of plant and reduces quality and quantity of plant and eventually cause major reduction in economic production. The naked eye observation of experts is the traditional approach which is too much time consuming. Thus automatic disease detection systems are developed but here need arise for high definition input images. Superresolution is the cheap solution of this problem. In many practical applications super resolution algorithms are applied but the results obtained are not really satisfactory, being affected by relevant artifacts like blurring, over smoothed or sharped and jaggies. Here ICBI: Iterative Curvature Based Interpolation combined with NEDI: New Edge Detection Interpolation is described for super resolving. Further to remove over smoothing or over sharping, PSO: Particle Swarm Optimization technique is applied. Using a cost function, the image pixels are classified using the Particle Swarm Optimization technique. The cost function measured similarity/dissimilarity among pixels using not only the intensity values, but also the positions of the pixels. The detection technique enforced PSO based clustering, which is very simple and robust. The filtering operator Gabor filter and Log filter are used to restore only the noisy pixels keeping noise free pixels intact. Finally, corrected image is generated which can be used for agricultural applications like leaf disease detection system, leaf identification system and such others.

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IJARIIE Antim Patel, and Kishori shekokar. "A Survey on Adaptive Techniques of Image Super resolution" International Journal Of Advance Research And Innovative Ideas In Education Volume 1 Issue 5 2015 Page 687-697
MLA Antim Patel, and Kishori shekokar. "A Survey on Adaptive Techniques of Image Super resolution." International Journal Of Advance Research And Innovative Ideas In Education 1.5(2015) : 687-697.
APA Antim Patel, & Kishori shekokar. (2015). A Survey on Adaptive Techniques of Image Super resolution. International Journal Of Advance Research And Innovative Ideas In Education, 1(5), 687-697.
Chicago Antim Patel, and Kishori shekokar. "A Survey on Adaptive Techniques of Image Super resolution." International Journal Of Advance Research And Innovative Ideas In Education 1, no. 5 (2015) : 687-697.
Oxford Antim Patel, and Kishori shekokar. 'A Survey on Adaptive Techniques of Image Super resolution', International Journal Of Advance Research And Innovative Ideas In Education, vol. 1, no. 5, 2015, p. 687-697. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Survey_on_Adaptive_Techniques_of_Image_Super_resolution_ijariie1499.pdf (Accessed : 20 November 2017).
Harvard Antim Patel, and Kishori shekokar. (2015) 'A Survey on Adaptive Techniques of Image Super resolution', International Journal Of Advance Research And Innovative Ideas In Education, 1(5), pp. 687-697IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Survey_on_Adaptive_Techniques_of_Image_Super_resolution_ijariie1499.pdf (Accessed : 20 November 2017)
IEEE Antim Patel, and Kishori shekokar, "A Survey on Adaptive Techniques of Image Super resolution," International Journal Of Advance Research And Innovative Ideas In Education, vol. 1, no. 5, pp. 687-697, Nov-Dec 2015. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Survey_on_Adaptive_Techniques_of_Image_Super_resolution_ijariie1499.pdf [Accessed : 20 November 2017].
Turabian Antim Patel, and Kishori shekokar. "A Survey on Adaptive Techniques of Image Super resolution." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 1 number 5 (20 November 2017).
Vancouver Antim Patel, and Kishori shekokar. A Survey on Adaptive Techniques of Image Super resolution. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2015 [Cited : 20 November 2017]; 1(5) : 687-697. Available from: https://ijariie.com/AdminUploadPdf/A_Survey_on_Adaptive_Techniques_of_Image_Super_resolution_ijariie1499.pdf
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