Research on a multi-dimensional image information fusion algorithm based on NSCT transform

被引:0
|
作者
Yuxiang Su [1 ]
Xi Liang [1 ]
Danhua Cao [1 ]
Zhenyu Yang [1 ]
Yuanlong Peng [2 ]
Ming Zhao [1 ]
机构
[1] School of Optical and Electronic Information, Huazhong University of Science and Technology
[2] State Grid Information and Telecommunication
关键词
D O I
暂无
中图分类号
TP391.41 []; TM73 [电力系统的调度、管理、通信];
学科分类号
080203 ;
摘要
Traditional inspection cameras determine targets and detect defects by capturing images of their light intensity, but in complex environments, the accuracy of inspection may decrease. Information based on polarization of light can characterize various features of a material, such as the roughness, texture, and refractive index, thus improving classification and recognition of targets. This paper uses a method based on noise template threshold matching to denoise and preprocess polarized images.It also reports on design of an image fusion algorithm, based on NSCT transform, to fuse light intensity images and polarized images. The results show that the fused image improves both subjective and objective evaluation indicators, relative to the source image, and can better preserve edge information and help to improve the accuracy of target recognition. This study provides a reference for the comprehensive application of multi-dimensional optical information in power inspection.
引用
收藏
页码:31 / 46
页数:16
相关论文
共 50 条
  • [41] Multi-features fusion algorithm based on NSCT for face recognition
    Liu, Xiaoshan
    MATERIALS PROCESSING AND MANUFACTURING III, PTS 1-4, 2013, 753-755 : 2967 - 2970
  • [42] Research on a time scale algorithm based on multi-dimensional weighted average
    Liu, Yang
    Xu, Bo
    Yin, Jie
    Shen, Dan
    Ouyang, Mingjun
    Zheng, Zehao
    Zhu, Xiangwei
    METROLOGIA, 2022, 59 (03)
  • [43] Algorithm for image fusion based on curvelet transform
    Xu, Xing
    Li, Ying
    Sun, Jinqiu
    Zhang, Yanning
    Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University, 2008, 26 (03): : 395 - 398
  • [44] Image fusion algorithm based on wavelet transform
    Zhang, Jing
    Zhang, Qing
    2015 4TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION TECHNOLOGY AND SENSOR APPLICATION (AITS), 2015, : 47 - 50
  • [45] Synthetic Aperture Radar image nonlinear enhancement algorithm based on NSCT transform
    Tong, Ying
    Zhao, Meirong
    Wei, Zilong
    Liu, Leilei
    PHYSICAL COMMUNICATION, 2014, 13 : 239 - 243
  • [46] A Novel Image Defogging Algorithm Based on Multi-resolution Fusion Transform
    Cheng, Zhuohan
    Xiang, Xin
    Shen, Yaochen
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON OPTO-ELECTRONIC INFORMATION PROCESSING (ICOIP), 2017, : 45 - 48
  • [47] An optimal algorithm of multi-sensor image fusion based on wavelet transform
    Cheng, YL
    Zhao, RC
    Wang, B
    Jiang, XY
    2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3, 2004, : 1049 - 1051
  • [48] Polarization Image Fusion Algorithm Using NSCT and CNN
    Wang, Shifeng
    Meng, Jin
    Zhou, Yuan
    Hu, Qinglong
    Wang, Zhiwei
    Lyu, Jiahang
    JOURNAL OF RUSSIAN LASER RESEARCH, 2021, 42 (04) : 443 - 452
  • [49] Multi-Dimensional Color Image Recognition and Mining Based on Feature Mining Algorithm
    Chen, Jiming
    Chen, Liping
    AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2021, 55 (02) : 195 - 201
  • [50] Research on multi-mode medical image fusion algorithm based on wavelet transform and the edge characteristics of images
    Zhang, Xiaoqing
    Zheng, Yongguo
    Peng, Yanjun
    Liu, Weike
    Yang, Changqiang
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 1304 - +