Pixel level image fusion based on ICA and wavelet transform

被引:0
作者
Li Maokuan [1 ]
Guan Jian [1 ]
机构
[1] Naval Aeronaut Engn Acad, Yantai 264001, Shandong, Peoples R China
来源
2007 1ST ASIAN AND PACIFIC CONFERENCE ON SYNTHETIC APERTURE RADAR PROCEEDINGS | 2007年
关键词
wavelet transform; Independent Component Analysis (ICA); Image Fusion;
D O I
10.1109/APSAR.2007.4418596
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
Image fusion is the process of producing a single image from a set of input images with more complete information and has broad applications in many fields, such as computer vision, automatic object detection, image processing, and remote sensing. In this paper, a pixel level image fusion algorithm based on Independent Component Analysis (ICA) and wavelet transform is proposed Firstly, we use the 2D discrete wavelet transform in order to extract multiple subband images. and then apply ICA on the subband images to get ICA bases, at last fuse the image by the independent component bases. The results show that it gives promising results as compared to previous methods and performs considerably well across a variety of multi-sensor imaging data.
引用
收藏
页码:229 / 231
页数:3
相关论文
共 50 条
[21]   A Way of Image Fusion Based on Wavelet Transform [J].
Zhang, Huaxun ;
Cao, Xu .
2013 IEEE NINTH INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR NETWORKS (MSN 2013), 2013, :498-501
[22]   Hierarchical image fusion based on wavelet transform [J].
Zhang, Chaung ;
Bai, Lianfa ;
Zhang, Yi ;
Zhang, Baomin .
IEEE ICMA 2006: PROCEEDING OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS, 2006, :2069-+
[23]   Contrast Enhancement Using Pixel Based Image Fusion in Wavelet Domain [J].
Sharma, Sunpreet ;
Zou, Ju Jia ;
Fang, Gu .
PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING AND INFORMATICS (IC3I), 2016, :285-290
[24]   Wavelet transform and fuzzy reasoning based image fusion algorithm [J].
Wu, Jia-Peng ;
Yang, Zhao-Xuan ;
Su, Yu-Ting ;
Chen, Yang ;
Wang, Zeng-Min .
2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, :73-77
[25]   Multispectral night vision image fusion based on wavelet transform [J].
Sun, SY ;
Wang, LP ;
Zhang, BM ;
Zhuang, XD .
DATA MINING AND APPLICATIONS, 2001, 4556 :80-85
[26]   Image Fusion Algorithm based on Wavelet Transform and Laplacian Pyramid [J].
Li, Mingjing ;
Dong, Yubing ;
Wang, Xiaoli .
ENERGY DEVELOPMENT, PTS 1-4, 2014, 860-863 :2846-2849
[27]   A New Arithmetic for Image Fusion Based on Fuzzy Wavelet Transform [J].
Ma Yong-guang ;
Li Zhi-xin .
ICIC 2009: SECOND INTERNATIONAL CONFERENCE ON INFORMATION AND COMPUTING SCIENCE, VOL 2, PROCEEDINGS: IMAGE ANALYSIS, INFORMATION AND SIGNAL PROCESSING, 2009, :365-368
[28]   An Image Fusion Algorithm Based on Wavelet Transform and Tensor Analysis [J].
Zhang, Yong-ping ;
Zheng, De-chun ;
He, Zhong-kun .
2015 INTERNATIONAL CONFERENCE ON APPLIED MECHANICS AND MECHATRONICS ENGINEERING (AMME 2015), 2015, :201-206
[29]   STUDY ON IMAGE COMPRESSION AND FUSION BASED ON THE WAVELET TRANSFORM TECHNOLOGY [J].
Zhang Ning ;
Zhu Jinfu .
INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS, 2015, 8 (01) :480-496
[30]   Fusion of Infrared and Visible Image Based on HIS and Wavelet Transform [J].
Cai, Chengtao ;
Ding, Xin .
PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, :2662-2667