A MULTILAYER NEURAL NETWORK FOR IMAGE DEMOSAICKING

被引:0
|
作者
Wang, Yi-Qing [1 ]
机构
[1] Ecole Normale Super, CMLA, Cachan, France
关键词
image demosaicking; multilayer neural network; distributional invariance; INTERPOLATION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The recent revival of interest in artificial neural networks has been fueled by their successful applications in various image processing and computer vision tasks. In this work, we make use of the rotational invariance of the natural image patch distribution and propose a 4 x 4 patch based multilayer neural network for image demosaicking. We show that it does surprisingly well compared to state-of-the-art approaches requiring much larger neighborhoods. An online demo can be found at http://dev.ipol.im/similar to yiqing/ipol_demo/neuaick/.
引用
收藏
页码:1852 / 1856
页数:5
相关论文
共 50 条
  • [21] The Multilayer Random Neural Network
    Jose Aguilar
    Cristhian Molina
    [J]. Neural Processing Letters, 2013, 37 : 111 - 133
  • [22] Iterative Joint Image Demosaicking and Denoising Using a Residual Denoising Network
    Kokkinos, Filippos
    Lefkimmiatis, Stamatios
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 28 (08) : 4177 - 4188
  • [23] JOINT DEMOSAICKING AND BLIND DEBLURRING USING DEEP CONVOLUTIONAL NEURAL NETWORK
    Chi, Zhixiang
    Shu, Xiao
    Wu, Xiaolin
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2019, : 2169 - 2173
  • [24] Color image demosaicking: An overview
    Menon, Daniele
    Calvagno, Giancarlo
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2011, 26 (8-9) : 518 - 533
  • [25] Image Compression using Multilayer Feed Forward Artificial Neural Network with Conjugate Gradient
    Singh, Y. Shantikumar
    Devi, B. Pushpa
    Singh, Kh. Manglem
    [J]. PROCEEDINGS OF THE 2012 WORLD CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGIES, 2012, : 976 - 980
  • [26] An experimental study of the hybridization of logistic discriminant analysis and multilayer neural network for image identification
    Asano, A
    Asano, CM
    Ohtaki, M
    Hotta, K
    Hinamoto, T
    Muneyasu, M
    [J]. HIS'04: FOURTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, PROCEEDINGS, 2005, : 358 - 363
  • [27] Hybrid Adaptive Prediction Mechanisms with Multilayer Propagation Neural Network for Hyperspectral Image Compression
    Xiao, Rui
    Paul, Manoranjan
    [J]. IMAGE AND VIDEO TECHNOLOGY (PSIVT 2017), 2018, 10749 : 162 - 173
  • [28] Image Demosaicking with Contour Stencils
    Getreuer, Pascal
    [J]. IMAGE PROCESSING ON LINE, 2012, 2 : 22 - 34
  • [29] A multilayer feedforward fuzzy neural network
    Savran, Aydogan
    [J]. ARTIFICIAL INTELLIGENCE AND NEURAL NETWORKS, 2006, 3949 : 78 - 83
  • [30] Multilayer Neural Network with threshold neurons
    Hikawa, H
    Sato, K
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1998, E81A (06) : 1105 - 1112