Blind super-resolution using a learning-based approach

被引:38
|
作者
Bégin, I [1 ]
Ferrie, FP [1 ]
机构
[1] McGill Univ, Ctr Intelligent Machines, Montreal, PQ, Canada
关键词
D O I
10.1109/ICPR.2004.1334046
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The super-resolution of a single image of unknown point-spread-function (PSF) is addressed by extending a learning framework using blind deconvolution with an uncertainty around the resulting PSF. Results indicate success in refining the estimate of the PSF as well as to restoring the image. A novel disparity measure is also proposed to quantify the results.
引用
收藏
页码:85 / 89
页数:5
相关论文
共 50 条
  • [1] Deep Learning-Based Blind Image Super-Resolution using Iterative Networks
    Yaar, Asfand
    Ates, Hasan F.
    Gunturk, Bahadir K.
    2021 INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2021,
  • [2] Dual Circle Contrastive Learning-Based Blind Image Super-Resolution
    Qiu, Yajun
    Zhu, Qiang
    Zhu, Shuyuan
    Zeng, Bing
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2024, 34 (03) : 1757 - 1771
  • [3] ROBUST LEARNING-BASED SUPER-RESOLUTION
    Kim, Changhyun
    Choi, Kyuha
    Lee, Ho-young
    Hwang, Kyuyoung
    Ra, Jong Beom
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 2017 - 2020
  • [4] Limitations of Learning-Based Super-Resolution
    Shoji, Hiroki
    Gohshi, Seiichi
    2015 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ISPACS), 2015, : 646 - 651
  • [5] Super-sampling by learning-based super-resolution
    Du, Ping
    Zhang, Jinhuan
    Long, Jun
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2020, 21 (02) : 249 - 257
  • [6] ITERATIVE KERNEL RECONSTRUCTION FOR DEEP LEARNING-BASED BLIND IMAGE SUPER-RESOLUTION
    Yildirim, Suleyman
    Ates, Hasan F.
    Gunturk, Bahadir K.
    2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, 2022, : 3251 - 3255
  • [7] Learning-Based Nonparametric Image Super-Resolution
    Shyamsundar Rajaram
    Mithun Das Gupta
    Nemanja Petrovic
    Thomas S. Huang
    EURASIP Journal on Advances in Signal Processing, 2006
  • [8] Learning-based nonparametric image super-resolution
    Rajaram, Shyamsundar
    Das Gupta, Mithun
    Petrovic, Nemanja
    Huang, Thomas S.
    EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2006, 2006 (1) : 1 - 11
  • [9] Local Learning-Based Image Super-Resolution
    Lu, Xiaoqiang
    Yuan, Haoliang
    Yuan, Yuan
    Yan, Pingkun
    Li, Luoqing
    Li, Xuelong
    2011 IEEE 13TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2011,
  • [10] A SINGLE IMAGE BASED BLIND SUPER-RESOLUTION APPROACH
    Zhang, Wei
    Cham, Wai-Kuen
    2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 329 - 332