A GPU-BASED IMPLEMENTATION ON SUPER-RESOLUTION RECONSTRUCTION

被引:0
|
作者
Wang, Kai [1 ]
Wang, Lifu [1 ]
Lu, Jian [1 ]
Sun, Yi [1 ]
Zhao, Shuping [2 ]
机构
[1] Dalian Univ Technol, Dalian, Peoples R China
[2] Dalian Ocean Univ, Dalian, Peoples R China
来源
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012) | 2012年
关键词
super-resolution; GPU computing; CUDA;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Super-resolution reconstruction (SRR) proposes a fusion of several low-quality images into one higher quality result with better optical resolution. However, due to the vast amount of calculation of the SRR algorithm, its implementation is too slow. In this paper, we present a GPU-based parallel implementation on SRR algorithm. The compute unified device architecture (CUDA) is a programming approach for performing scientific calculations on a graphics processing unit (GPU) as a data-parallel computing device. The proposed GPU-based implementation using CUDA is up to approximately 200 times faster than the corresponding optimized CPU counterparts.
引用
收藏
页码:849 / 852
页数:4
相关论文
共 50 条
  • [31] Super-resolution reconstruction of image sequences
    Elad, M
    Feuer, A
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (09) : 817 - 834
  • [32] Further improvement of super-resolution reconstruction
    Ho, Edward Y. T.
    Todd-Pokropek, Andrew E.
    WORLD CONGRESS ON ENGINEERING 2007, VOLS 1 AND 2, 2007, : 719 - +
  • [33] Variational Bayesian Image Super-Resolution with GPU Acceleration
    Chantas, Giannis
    ARTIFICIAL NEURAL NETWORKS-ICANN 2010, PT I, 2010, 6352 : 480 - 489
  • [34] Design of GPU Network-on-Chip for Real-Time Video Super-Resolution Reconstruction
    Peng, Zhiyong
    Du, Jiang
    Qiao, Yulong
    MICROMACHINES, 2023, 14 (05)
  • [35] Implementation of Super-Resolution Algorithm on FPGA
    Hurdale, Sharayu
    Khandekar, Prasad
    2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2015, : 301 - 303
  • [36] A Novel Super-resolution Reconstruction Algorithm based on Subspace Projection
    Chen, Wei-long
    Guo, Li
    Xia, Wen-long
    JOURNAL OF COMPUTERS, 2013, 8 (08) : 1893 - 1897
  • [37] Transpose convolution based model for super-resolution image reconstruction
    Faisal Sahito
    Pan Zhiwen
    Fahad Sahito
    Junaid Ahmed
    Applied Intelligence, 2023, 53 : 10574 - 10584
  • [38] Color super-resolution reconstruction based on a novel variation model
    Zhu, H., 1600, Asian Network for Scientific Information (13): : 3073 - 3078
  • [39] Image super-resolution reconstruction algorithm based on channel shuffle
    Wang, Li
    He, Dongzhi
    2021 ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND COMPUTER SCIENCE (ACCTCS 2021), 2021, : 225 - 229
  • [40] Research on Image Super-Resolution Reconstruction Based on Deep Learning
    An, Lingran
    Dai, Fengzhi
    Yuan, Yasheng
    PROCEEDINGS OF THE 2020 INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS (ICAROB2020), 2020, : 640 - 643