Image Zooming using Corner Matching on Grayscale and Color Images

被引:0
作者
Marsh, Ronald [1 ]
Amin, Md Nurul [1 ]
机构
[1] Univ North Dakota, Grand Forks, ND 58202 USA
来源
2019 IEEE INTERNATIONAL CONFERENCE ON ELECTRO INFORMATION TECHNOLOGY (EIT) | 2019年
关键词
D O I
10.1109/eit.2019.8834287
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Originally inspired by the imaging needs of UND's Open Prototype for Educational Nanosats (OPEN) satellite program. The goal of this research is to direct the choice of an image interpolation/zoom algorithm. The image is scanned and overlapping 3x3 blocks of pixels are analyzed looking fir "L" patterns. Such a pattern indicates that the value of the center pixel be changed transforming the "L" pattern into a triangle pattern. We compare this approach against different types of single-frame image interpolation algorithms, such as zero order-hold (ZOH), bilinear, bicubic, directional cubic convolution interpolation (DCCI) approach, and a neural network approach. We use the peak signal-to-noise ratio (PSNR), mean squared error (MSE), Structural Similarity Index (SSIM), and Feature Similarity Index (FSIM) as the primary means of comparison. Tests cases include gray-scale and RGB images. In all test cases the proposed method resulted in a lower MSE, higher PSNR, and higher SSIM than the other zoom methods applied. The FSIM returned a higher value in every case for the ZOH method, but this was only when FSIM was calculated to the fourth decimal. Overall, this method results in a more accurate image after zooming than the other methods.
引用
收藏
页码:34 / 39
页数:6
相关论文
共 22 条
  • [1] Acharya T., 2007, UBIQUITY, V8, P1, DOI DOI 10.1145/1322464.1317488
  • [2] [Anonymous], Digital Image Processing
  • [3] Arif F., 2005, P 2005 IEEE INT C ME
  • [4] Curtiss-Wright, TOD AER DEF APPL DEM
  • [5] Deepak R., 2012, Journal of Small Satellites, V1, P3
  • [6] Image Zooming Using a Multi-layer Neural Network
    Hassanpour, H.
    Nowrozian, N.
    AlyanNezhadi, M. M.
    Samadiani, N.
    [J]. COMPUTER JOURNAL, 2018, 61 (11) : 1737 - 1748
  • [7] Kaulgud N, 2001, SPRING INT SER ENG C, V632, P21
  • [8] KUMAR R, 2013, INT J COMPUTER APPL, V5, P250
  • [9] Image zooming method using edge-directed moving least squares interpolation based on exponential polynomials
    Lee, Yeon Ju
    Yoon, Jungho
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2015, 269 : 569 - 583
  • [10] Marsh R., 2018, IEEE INT C EL TECHN