Graph Regularized Dictionary for Single Image Super-resolution

被引:0
|
作者
Zeng, Lei [1 ]
Ma, Shiqi [1 ]
Li, Xiaofeng [1 ]
机构
[1] UESTC, Sch Commun & Informat Engn, Chengdu 611731, Sichuan, Peoples R China
关键词
graph regularized dictionary; super resolution; sparse representation; joint dictionary training;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Super-resolution (SR) for single image is wild used in image processing areas. The learning-based methods use the co-trained dictionaries which contain low resolution and corresponding high resolution images to conduct SR. In this paper, a new dictionary for SR is proposed which adds the graph information between patches. Simulation results show that our scheme improved the dictionary and outperforms the existing classic SR algorithms in both subjective visually and quantitative evaluations.
引用
收藏
页码:257 / 259
页数:3
相关论文
共 50 条
  • [1] CONVEX DICTIONARY LEARNING FOR SINGLE IMAGE SUPER-RESOLUTION
    Ding, Pak Lun Kevin
    Li, Baoxin
    Chang, Kan
    [J]. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 4058 - 4062
  • [2] Image Super-Resolution Using Graph Regularized Block Sparse Representation
    Ram, Sundaresh
    Rodriguez, Jeffrey J.
    [J]. 2016 IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION (SSIAI), 2016, : 69 - 72
  • [3] HRM graph constrained dictionary learning for face image super-resolution
    Huang, Kebin
    Hu, Ruimin
    Jiang, Junjun
    Han, Zhen
    Wang, Feng
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (02) : 3139 - 3162
  • [4] HRM graph constrained dictionary learning for face image super-resolution
    Kebin Huang
    Ruimin Hu
    Junjun Jiang
    Zhen Han
    Feng Wang
    [J]. Multimedia Tools and Applications, 2017, 76 : 3139 - 3162
  • [5] Single Image Super-Resolution Based on Incoherent Dictionary Learning
    Wang, Junhua
    Liao, Xiaofang
    Li, Jianjun
    Li, Junshan
    [J]. PROCEEDINGS OF 2018 IEEE 9TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS), 2018, : 555 - 558
  • [6] A Fast Dictionary Training Algorithm for Single Image Super-Resolution
    Lv, Yiliang
    Liu, Jiwei
    [J]. PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT INFORMATION PROCESSING, 2013, 256 : 469 - 476
  • [7] Multi-scale Dictionary for Single Image Super-resolution
    Zhang, Kaibing
    Gao, Xinbo
    Tao, Dacheng
    Li, Xuelong
    [J]. 2012 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2012, : 1114 - 1121
  • [8] Image Super-Resolution with Deep Dictionary
    Maeda, Shunta
    [J]. COMPUTER VISION, ECCV 2022, PT XIX, 2022, 13679 : 464 - 480
  • [9] Dictionary Learning for Image Super-resolution
    Li Juan
    Wu Jin
    Yang Shen
    Liu Jin
    [J]. 2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 7195 - 7199
  • [10] MANIFOLD REGULARIZED SPARSE SUPPORT REGRESSION FOR SINGLE IMAGE SUPER-RESOLUTION
    Jiang, Junjun
    Hu, Ruimin
    Wang, Zhongyuan
    Han, Zhen
    Dong, Shi
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 1429 - 1433