Study on infrared image super-resolution reconstruction based on an improved POCS algorithm

被引:0
|
作者
Shaosheng Dai [1 ]
Junjie Cui [1 ]
Dezhou Zhang [1 ]
Qin Liu [1 ]
Xiaoxiao Zhang [1 ]
机构
[1] Chongqing University of Posts and Telecommunications
基金
中国国家自然科学基金;
关键词
POCS; infrared image; super-resolution; initial estimation;
D O I
暂无
中图分类号
TP391.41 [];
学科分类号
080203 ;
摘要
Aiming at the disadvantages of the traditional projection onto convex sets of blurry edges and lack of image details,this paper proposes an improved projection onto convex sets(POCS) method to enhance the quality of image super-resolution reconstruction(SRR).In traditional POCS method,bilinear interpolation easily blurs the image.In order to improve the initial estimation of high-resolution image(HRI) during reconstruction of POCS algorithm,the initial estimation of HRI is obtained through iterative curvature-based interpolation(ICBI) instead of bilinear interpolation.Compared with the traditional POCS algorithm,the experimental results in subjective evaluation and objective evaluation demonstrate the effectiveness of the proposed method.The visual effect is improved significantly and image detail information is preserved better.
引用
收藏
页码:82 / 86
页数:5
相关论文
共 50 条
  • [21] An Improved PDE Based Super-Resolution Reconstruction Algorithm
    Huang, Shuying
    Yang, Yong
    Wang, Guoyu
    2012 INTERNATIONAL WORKSHOP ON INFORMATION AND ELECTRONICS ENGINEERING, 2012, 29 : 2838 - 2842
  • [22] An Improved Super-Resolution Reconstruction Algorithm Based on Regularization
    Wang, Shuang
    Hu, Bingliang
    Dong, Xiaokun
    Yan, Xingtao
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CLOUD COMPUTING COMPANION (ISCC-C), 2014, : 716 - 721
  • [23] Image Super-resolution Reconstruction Algorithm Based on Clustering
    Zhao Xiaoqiang
    Jia Yunxia
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 6144 - 6148
  • [24] A STUDY ON FACE SUPER-RESOLUTION RECONSTRUCTION ALGORITHM BASED ON IMPROVED SRGAN
    Ke, Gang
    Peng, Yong
    Xu, Jianjun
    Wang, Shi
    Yang, Huaide
    JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2023,
  • [25] A method of Gibbs artifact reduction for POCS super-resolution image reconstruction
    Yu, Jing
    Xiao, Chuangbai
    Su, Kaina
    2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 1019 - +
  • [26] An Improved Image Super-Resolution Algorithm
    Xie, Kai
    Huo, Xing
    MIPPR 2013: PARALLEL PROCESSING OF IMAGES AND OPTIMIZATION AND MEDICAL IMAGING PROCESSING, 2013, 8920
  • [27] POCS-Based Super-Resolution Image Reconstruction Using Local Gradient Constraint
    Ye, Dong-Jun
    Zhou, Bin
    Zhong, Bi-Ying
    Wei, Wei
    Duan, Xue-Mei
    THIRD INTERNATIONAL SYMPOSIUM ON IMAGE COMPUTING AND DIGITAL MEDICINE (ISICDM 2019), 2019, : 274 - 277
  • [28] Reconstruction algorithm of super-resolution infrared image based on human vision processing mechanism
    Shaosheng DAI
    Zhihui DU
    Haiyan XIANG
    Jinsong LIU
    Frontiers of Optoelectronics, 2015, 8 (02) : 195 - 202
  • [29] Reconstruction algorithm of super-resolution infrared image based on human vision processing mechanism
    Dai S.
    Du Z.
    Xiang H.
    Liu J.
    Frontiers of Optoelectronics, 2015, 8 (2) : 195 - 202
  • [30] A novel image super-resolution reconstruction algorithm based on improved GANs and gradient penalty
    Liu, Shuangshuang
    Li, Xiaoling
    INTERNATIONAL JOURNAL OF INTELLIGENT COMPUTING AND CYBERNETICS, 2019, 12 (03) : 400 - 413