Single-Frame Image Super-Resolution based on Singular Square Matrix Operator

被引:0
|
作者
Rashkevych, Yurii [1 ]
Peleshko, Dmytro [2 ]
Vynokurova, Olena [3 ]
Izonin, Ivan [4 ]
Lotoshynska, Natalia [4 ]
机构
[1] Lviv Polytech Natl Univ, Educ & Int Relat, Lvov, Ukraine
[2] Univ IT Step Acad, Sci Res, Lvov, Ukraine
[3] Kharkiv Natl Univ Radio Elect, Control Syst Res Lab, Kharkov, Ukraine
[4] Lviv Polytech Natl Univ, Dept Publishing Informat Technol, Lvov, Ukraine
关键词
single-frame image super-resolution; similarity measures; singular square matrix operator; PSNR metrics;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the paper the method of single-frame image super-resolution based on the singular decomposition of matrix operator of the convergence square matrix operator is proposed. The characteristic vectors-features are obtained by using the Moore-Penrose pseudoinverse of matrix operator, which are used for enlarged image synthesis. The series of computational experiments based on images with fluctuation of intensity function are performed. The comparison results with others methods have confirmed the effectiveness of developed approach. The main advantages of proposed method for different enlargement coefficients are considered.
引用
收藏
页码:944 / 948
页数:5
相关论文
共 50 条
  • [21] A Single-Frame Terahertz Image Super-Resolution Reconstruction Method Based On Sparse Representation Theory
    Li Yue
    Zhao Yuan-meng
    Deng Chao
    Zhang Cunlin
    INFRARED, MILLIMETER-WAVE, AND TERAHERTZ TECHNOLOGIES III, 2014, 9275
  • [22] Single-frame and multi-frame image super-resolution based on locality-constrained linear coding
    Bu, S.-S. (bushasha89@163.com), 1600, Editorial Board of Jilin University (43):
  • [23] Single-frame super-resolution in remote sensing: a practical overview
    Fernandez-Beltran, Ruben
    Latorre-Carmona, Pedro
    Pla, Filiberto
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2017, 38 (01) : 314 - 354
  • [24] Image adaptive block single-frame super resolution algorithm
    Li, Zhan
    Wu, Shao-Chun
    Peng, Qing-Yu
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2015, 37 (10): : 2411 - 2417
  • [25] Single-Frame Remote Sensing Image Super-Resolution Reconstruction Algorithm Based on Two-Dimensional Wavelet
    Zhou, Cui
    Zhou, Jinghong
    2018 IEEE 3RD INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC), 2018, : 360 - 363
  • [26] A Single Frame Super-Resolution Method Based on Matrix Completion
    Fu Changjun
    Ji Xiangyang
    Zhang Yongbing
    Dai Qionghai
    2012 DATA COMPRESSION CONFERENCE (DCC), 2012, : 297 - 306
  • [27] Deep Learning Single-Frame and Multiframe Super-Resolution for Cardiac MRI
    Masutani, Evan M.
    Bahrami, Naeim
    Hsiao, Albert
    RADIOLOGY, 2020, 295 (03) : 552 - 561
  • [28] Single-Frame Super-Resolution via Compressive Sampling on Hybrid Reconstructions
    Zhang, Ji-Ping
    Dai, Tao
    Xia, Shu-Tao
    NEURAL INFORMATION PROCESSING, PT III, 2015, 9491 : 610 - 618
  • [29] Single-Frame Remote Sensing Image Super-resolution Reconstruction with Sub-blocks Noniterative Scheme
    Sun Tao
    Yang Zhigao
    Lin Liyu
    Qin Qianqing
    2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, 2006, : 1382 - +
  • [30] Machine Learning Based Single-Frame Super-Resolution Processing for Lensless Blood Cell Counting
    Huang, Xiwei
    Jiang, Yu
    Liu, Xu
    Xu, Hang
    Han, Zhi
    Rong, Hailong
    Yang, Haiping
    Yan, Mei
    Yu, Hao
    SENSORS, 2016, 16 (11):