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2019 | OriginalPaper | Chapter

A Comprehensive Study of 1D and 2D Image Interpolation Techniques

Authors : V. Diana Earshia, M. Sumathi

Published in: ICCCE 2018

Publisher: Springer Singapore

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Abstract

Image interpolation plays an important role in converting a low resolution image into a high resolution image. This paper provides a comprehensive study of perdurable image interpolation techniques, such as nearest neighbor, bilinear, bicubic, cubic spline, and iterative linear interpolation. The usage of a Lagrange polynomial and a piecewise polynomial gives a better fitting curve for interpolated pixel values. The parameters of interest are the signal-to-noise ratio, peak signal-to-noise ratio, mean square error and processing time. Experiment results are used to analyze the performance of interpolation algorithms. These results help us to choose an appropriate algorithm for better usage.

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Literature
1.
go back to reference Gonzalez RC, Woods RE (2008) Digital image processing. Nueva Jersey, p 976 Gonzalez RC, Woods RE (2008) Digital image processing. Nueva Jersey, p 976
2.
go back to reference Pratt WK (2001) Processing digital image processing, vol 5, no 11 Pratt WK (2001) Processing digital image processing, vol 5, no 11
3.
go back to reference Parker JA, Kenyon RV, Troxel DE (1983) Comparison of interpolating methods for image resampling. IEEE Trans Med Imaging MI-2:31–39 Parker JA, Kenyon RV, Troxel DE (1983) Comparison of interpolating methods for image resampling. IEEE Trans Med Imaging MI-2:31–39
4.
go back to reference Hanssen R, Bamler R (1999) Evaluation of interpolation kernels for SAR interferometry. IEEE Trans Geosci Remote Sens Part 1 37(1):318–321 Hanssen R, Bamler R (1999) Evaluation of interpolation kernels for SAR interferometry. IEEE Trans Geosci Remote Sens Part 1 37(1):318–321
5.
go back to reference Lehmann TM, Gonner C, Spitzer K (1999) Survey: interpolation methods in medical image processing. IEEE Trans Med Imaging 18(11):1049–1075CrossRef Lehmann TM, Gonner C, Spitzer K (1999) Survey: interpolation methods in medical image processing. IEEE Trans Med Imaging 18(11):1049–1075CrossRef
6.
go back to reference Han D (2013) Comparison of commonly used image interpolation methods. In: Proceedings of the 2nd international conference on computer science and electronic engineering (ICCSEE 2013), pp 1556–1559 Han D (2013) Comparison of commonly used image interpolation methods. In: Proceedings of the 2nd international conference on computer science and electronic engineering (ICCSEE 2013), pp 1556–1559
7.
go back to reference Haifeng Z, Yongfei Z, Ziqiang H (2010) Comparison of image amplifying method. Mod Electron Tech (24):33–36 Haifeng Z, Yongfei Z, Ziqiang H (2010) Comparison of image amplifying method. Mod Electron Tech (24):33–36
8.
go back to reference Amanatiadis A, Andreadis I (2008) Performance evaluation techniques for image scaling algorithms. In: Proceedings of the IEEE international workshop on imaging systems and techniques, pp 114–118 (2008) Amanatiadis A, Andreadis I (2008) Performance evaluation techniques for image scaling algorithms. In: Proceedings of the IEEE international workshop on imaging systems and techniques, pp 114–118 (2008)
9.
go back to reference McKinley S, Levine M (1998) Cubic spline interpolation. Coll Redw 45(1):1049–1060 McKinley S, Levine M (1998) Cubic spline interpolation. Coll Redw 45(1):1049–1060
10.
go back to reference Hou HS, Andrews HC (1978) Cubic splines for image interpolation and digital filtering. IEEE Trans Acoust Speech Signal Process ASSP-26(6):508–517 Hou HS, Andrews HC (1978) Cubic splines for image interpolation and digital filtering. IEEE Trans Acoust Speech Signal Process ASSP-26(6):508–517
11.
go back to reference Chen C, Lai C (2014) Iterative linear interpolation based on fuzzy gradient model for low-cost VLSI implementation. 22(7):1526–1538 Chen C, Lai C (2014) Iterative linear interpolation based on fuzzy gradient model for low-cost VLSI implementation. 22(7):1526–1538
12.
go back to reference Muresan D, Parks T (2004) Adaptively quadratic image interpolation. IEEE Trans Image Process 690–698 Muresan D, Parks T (2004) Adaptively quadratic image interpolation. IEEE Trans Image Process 690–698
13.
go back to reference Sen Wang, Kejian Yang (2008) An image scaling algorithm based on bilinear interpolation with VC++. J Tech Autom Appl 27(7):44–45 Sen Wang, Kejian Yang (2008) An image scaling algorithm based on bilinear interpolation with VC++. J Tech Autom Appl 27(7):44–45
14.
go back to reference Hwang JW, Lee HS (2004) Adaptive image interpolation based on local gradient features. IEEE Signal Process Lett 11(3):359–362CrossRef Hwang JW, Lee HS (2004) Adaptive image interpolation based on local gradient features. IEEE Signal Process Lett 11(3):359–362CrossRef
15.
go back to reference Huang JJ, Siu WC, Liu TR (2015) Fast image interpolation via random forests. IEEE Trans Image Process 24(10):3232–3245MathSciNetCrossRef Huang JJ, Siu WC, Liu TR (2015) Fast image interpolation via random forests. IEEE Trans Image Process 24(10):3232–3245MathSciNetCrossRef
Metadata
Title
A Comprehensive Study of 1D and 2D Image Interpolation Techniques
Authors
V. Diana Earshia
M. Sumathi
Copyright Year
2019
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-0212-1_40