A Nonlinear L1-Norm Approach for Joint Image Registration and Super-Resolution

被引:15
|
作者
Yap, Kim-Hui [1 ]
He, Yu [1 ]
Tian, Yushuang [1 ]
Chau, Lap-Pui [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
关键词
Image registration; image super-resolution; L-1-norm; nonlinear algorithm; RECONSTRUCTION;
D O I
10.1109/LSP.2009.2028106
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
This letter proposes a nonlinear L-1-norm approach for joint image registration and super-resolution (SR). Image SR is the fusion of multiple low-resolution (LR) images to produce a high-resolution (HR) image. Conventional SR algorithms are sensitive to the initial registration error and outliers in the LR images. In view of this, we present a new SR method to address these problems using L-1-norm optimization in joint image registration and HR image reconstruction. Experimental results show that the proposed method is effective in handling these issues in the HR image reconstruction.
引用
收藏
页码:981 / 984
页数:4
相关论文
共 50 条
  • [21] Super-resolution reconstruction base on a new image registration
    Xie Qi
    Chen Wei-yi
    [J]. 2014 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C 2014), 2014, : 318 - 321
  • [22] An iterative approach to image super-resolution
    Bannore, Vivek
    Swierkowski, Leszek
    [J]. INTELLIGENT INFORMATION PROCESSING III, 2006, 228 : 473 - +
  • [23] Mixed lp/l1 Norm Minimization Approach to Intra-Frame Super-Resolution
    Shimada, Kazuma
    Konishi, Katsumi
    Uruma, Kazunori
    Takahashi, Tomohiro
    Furukawa, Toshihiro
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2014, E97D (10): : 2814 - 2817
  • [24] A Laplacian approach to l1-norm minimization
    Bonifaci, Vincenzo
    [J]. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2021, 79 (02) : 441 - 469
  • [25] A direct approach for L1-norm minimisation
    Mahboub, Vahid
    [J]. SURVEY REVIEW, 2024, 56 (397) : 407 - 411
  • [26] Adaptive Norm Selection for Regularized Image Restoration and Super-Resolution
    Shen, Huanfeng
    Peng, Li
    Yue, Linwei
    Yuan, Qiangqiang
    Zhang, Liangpei
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (06) : 1388 - 1399
  • [27] Joint Registration and Super-Resolution for Parametric Global Motion Models
    Sanchez-Beato, Alfonso
    [J]. PROCEEDINGS OF THE 7TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2011), 2011, : 283 - 288
  • [28] An efficient approach for registration and super-resolution of aliased images
    Yang, Bao
    Gao, Jianpo
    Wu, Zhenyang
    [J]. 2007 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS, VOLS 1 AND 2, 2007, : 710 - 713
  • [29] A Hybrid Frequency-Spatial Domain Approach to Image Registration for Super-Resolution Reconstruction
    Li, Jiade
    Jia, Ping
    [J]. 2012 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING (WICOM), 2012,
  • [30] L1-norm Regularization Based Nonlinear Integrals
    Wang, JinFeng
    Lee, KinHong
    Leung, KwongSak
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 1, PROCEEDINGS, 2009, 5551 : 201 - 208