Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Laser & Infrared》 2011-09
Add to Favorite Get Latest Update

Denoising millimeter wave image using contourlet and sparse coding shrinkage

SHANG Li1,2,SU Pin-gang1,3,ZHOU Chang-xiong1(1.Department of Electronic Information Engineering,Suzhou Vocational University,Suzhou 215104,China;2.Department of Automation,University of Science and Technology of China,Hefei 230026,Chnia;3.Southeast University,State Key Laboratory of Millimeter Wave,Nanjing 210096,China)  
As for the problem of low resolution existing in millimeter wave(MMW)image,a new algorithm is proposed which combine the adaptive-self high-order statistical property of non-negative sparse coding(NNSC)algorithm and the contourlet′s composing orientation as well as the energy variation.The NNSC algorithm,developed in recent years,can efficiently simulate the information processing of human′s visual system.Using the feature basis vectors and the maximum likelihood estimation(MLE),the shrinkage denoising threshold can be determinate.Further,using this shrinkage technique in the contourlet′s transform field,the much unknown noise contained in millimeter wave image can be effectively reduced,and the quality of the restored MMW image can be improved.A clear natural image is used to prove the image restoration method based contourlet and NNSC shrinkage.The experimental results also testify the efficiency and usefulness of this image restoration method.This shows that our method can be used in restoring images with low resolution.
【Fund】: 国家自然科学基金项目(No.60970058);; 江苏省自然科学基金项目(No.BK2009131);; 江苏省“青蓝工程”项目;; 苏州市职业大学创新团队项目(No.3100125)资助
【CateGory Index】: TP391.41
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 1 Hits
1 SHANG Li1,2,SU Pin-gang1,3,CHEN Jie1(1.Department of Electronic Information Engineering,Suzhou Vocational University,Suzhou Jiangsu 215104,China; 2.Department of Automation,University of Science and Technology of China,Hefei Anhui 230026,China; 3.State Key Laboratory of Millimeter Wave(Southeast University),Nanjing Jiangsu 210096,China);Millimeter wave image restoration based on fuzzy radial basis function neural networks and sparse representation[J];Journal of Computer Applications;2012-07
【Citations】
Chinese Journal Full-text Database 4 Hits
1 DONG Yi1,2,JIN Wei-qi1,ZHANG Miao3(1.School of Information Science and Technology of Beijing Institute of Technology,Beijing,100081;2.Martial Delegate Office in North China Research Institute of Electro-optics,Beijing,100015;3.Beijing Martial Delegate Agency,Beijing 100042,China);Research on Noise Removal with Morphological Filter[J];Laser & Infrared;2007-08
2 HUANG Fei-jiang1,ZHU Shou-ye2(1.Department of Electronics and Communication Engineering,Changsha University,Changsha 410003,China;2.School of Information and Media,Xuzhou Normal University,Xuzhou 221009,China);Infrared Image Denoising Based on Wavelet Transform and Improved SVD[J];Laser & Infrared;2009-03
3 ZHANG Yu-bo,HUANG Hui-ying(The School of Electrical Engineering in Zhengzhou University,Zhengzhou 450001,China);New algorithm of blind image separation in noisy mixtures based on independence component analysis[J];Laser & Infrared;2009-06
4 SU Pin-gang1 ,WANG Zong-xin2 ,XU Zheng-yu2 (1. Suzhou Vocational University, Suzhou 215104, China;2. Southeast University, Nanjing 210096, China);Active MMW Focal Plane Imaging System[J];Journal of Suzhou Vocational University;2008-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Huai-li,NI Guo-qiang,XU Ting-fa,HAO Qi-wei(Department of Optical Engineering,Beijing Institute of Technology,Beijing 100081,China);A two pattern combined method to detect water area from SAR remote image[J];Optical Technique;2009-01
2 ZHAO Zhi-qiang1,SU Pin-gang1,2,SHANG Li1(1.Dept.of Electronic Information Engineering,Suzhou Vocational University,Suzhou 215104,China;2.State Key Lab of Millimeter Waves,Southeast University,Nanjing 210096,China);Concealed Weapons Detection Based on MMW Focal Plane Imaging System[J];Journal of North University of China(Natural Science Edition);2011-03
3 WANG Nan-nan,QIU Jing-hui,DENG Wei-bo(Electronic & Communication Engineering,Harbin Institute of Technology,Harbin Heilongjiang 150001,China);Development Status of Millimeter Wave Imaging Systems for Concealed Detection[J];Infrared Technology;2009-03
4 FENG Zhen,MA Qi-shuang(Beijing Aeronautical Manufacturing Technology Research Institute,Beijing 100024,China);Research on infrared image nonlinear enhancement algorithm based on wavelet analysis[J];Laser & Infrared;2010-03
5 LIANG Liang1,2,YANG Min-hua1,ZANG Zhuo2(1.School of Info-Physics and Geomatics Engineering,Central South University,Changsha 4100831,China;2.Research Center of Forestry Remote Sensing and Information Engineering,Central South University of Forestry and Technology,Changsha 410004,China);Improvement research of wheat leaf area index measurement using visible/near-infrared spectra[J];Laser & Infrared;2010-11
6 LIU Hong-fei,CHEN Zhong(Dept.of Physics,Xiamen University,Xiamen 361005,China);High resolution infrared image denoising based on curvelet and hierarchical adaptive threshold shrinkage[J];Laser & Infrared;2010-11
7 ZHOU Chang-xiong1,2,SU Pin-gang1,YAN Ting-qin1,2,MA Guo-jun2(1.Department of Electronic and Informational Engineering,Suzhou Vocational University,Suzhou 215104,China; 2.Suzhou Key Lab of Digital Design & Manufacturing Technology,Suzhou 215104,China; 3.School of Electronics and Information,Jiangsu University of Science and Technology,Zhenjiang 212003,China);Millimeter wave image restoration based on the improved self-snake model and L-R algorithm[J];Laser & Infrared;2012-04
8 JIN Qiuchun1,ZHENG Xiaodong1,TONG Xiaoli21.Dept.of Computer Science & Application,Zhengzhou Inst.of Aeronautical Industry Management,Zhengzhou 450015,China 2.Department of Mechatronics Engineering,Zhengzhou Institute of Aeronautical Industry Management,Zhengzhou 450015,China;Extraction of leaf vein feature using multidirectional Top-Hat transform[J];Computer Engineering and Applications;2011-04
9 SHANG Li1,2,SU Pin-gang1,3(1.Department of Electronic Information Engineering,Suzhou Vocational University,Suzhou Jiangsu 215104,China; 2.Department of Automation,University of Science and Technology of China,Hefei Anhui 230026,China; 3.State Key Laboratory of Millimeter Wave(Southeast University),Nanjing Jiangsu 210098,China);Application of PDE model based on K-SVD in millimeter wave image restoration[J];Journal of Computer Applications;2012-03
10 SHANG Li1,2,SU Pin-gang1,3,CHEN Jie1(1.Department of Electronic Information Engineering,Suzhou Vocational University,Suzhou Jiangsu 215104,China; 2.Department of Automation,University of Science and Technology of China,Hefei Anhui 230026,China; 3.State Key Laboratory of Millimeter Wave(Southeast University),Nanjing Jiangsu 210096,China);Millimeter wave image restoration based on fuzzy radial basis function neural networks and sparse representation[J];Journal of Computer Applications;2012-07
【Co-references】
Chinese Journal Full-text Database 7 Hits
1 MENG Fei,YANG Xiao-gang,SUN Peng,WANG Shi-cheng,ZHANG He-xin(301Lab,the Second Artillery Engineering College,Xi′an 710025);Research on Filter fusion of Laser Radar Image Based on RBF Neural Network[J];Laser & Infrared;2008-06
2 LI Ying, GONG Hong-li, LIANG Jia-xi, ZHANG Yan-ning(School of Computer, Northwestern Polytechnical University, Xi′an 710129, China);SAR image target feature extraction based on KSVD and PCA[J];Journal of Jilin University(Engineering and Technology Edition);2010-05
3 LI Hong-Zhai GUO Ping (Department of Computer Science, Beijing Normal University,Belling 100875);Image Denoising Using Cross-Validation Method with RBF Network Representation[J];Computer Science;2004-12
4 LUO Jun-hai,SONG Li-xia,LI Lu-ming,LUO Sheng-xian(College of Information Engineering Chengdu University of Technology, Chengdu Sichuan 610059, China);Nonlinear Filtering Based Fuzzy RBF Neural Network[J];Computer Simulation;2006-03
5 PU Jian,ZHANG Jun-Ping(Shanghai Key Laboratory of Intelligent Information Processing,School of Computer Science and Engineering,Fudan University,Shanghai 200433);Super-Resolution through Dictionary Learning and Sparse Representation[J];Pattern Recognition and Artificial Intelligence;2010-03
6 SU Pin-gang1 ,WANG Zong-xin2 ,XU Zheng-yu2 (1. Suzhou Vocational University, Suzhou 215104, China;2. Southeast University, Nanjing 210096, China);Active MMW Focal Plane Imaging System[J];Journal of Suzhou Vocational University;2008-01
7 Xiao Quan1,Ding Xinghao1,Wang Shoujue1,2,Guo Donghui1,Liao Yinghao1(1 School of Information Science and Technology,Xiamen University,Xiamen 361005,China;2 Institute of Semiconductors,Chinese Academy of Sciences,Beijing 100083,China);Image denoising based on adaptive over-complete sparse representation[J];Chinese Journal of Scientific Instrument;2009-09
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 XIAO Ze-long,XU Jian-zhong,PENG Shu-sheng,MOU Shan-xiang(School of Electronic Engineering and Optoelectronic Technology,Nanjing University of Science and Technology,Nanjing 210094,Jiangsu,China);Study on Dual Channel Millimeter-wave Radiometer[J];Acta Armamentarii;2007-08
2 Yang Jingyi (College of Electronics and In formation Engineering of Changchun Inst. Opt. and Fine Mech. );Research of the Establish Standard of Equation with the Microwave Radiator[J];Journal of Changchun Institute of Optics and Fine Mechanics;2001-03
3 GUO Li, CHEN Xian hai, REN Kang (China Research Institute of Radiowave Propagation,P. O. Box 138, Xinxiang, Henan 453003, China);Applying research on atmospheric environmental remote sensing measurements by microwave radiometers[J];CHINESE JOURNAL OF RADIO SCIENCE;2000-03
4 ZHANG Xu-xiu, QIU Tian-shuang, ZHANG Run-xuan, XIE Ning (1.Dept. of Electronics, Dalian University of Technology, Dalian 116024, China; 2.Dept. of Electrical Engineering, Dalian Railway Institute, Dalian 116028, China);Analysis and Application of Independent Component[J];Journal of Dalian Railway Institute;2003-02
5 Lu Ying;Zhang Zuyin;Guo Wei and Qi Lanfen (Department of Electronics & Information Engineering,Huazhong University of Science & Technology,Wuhan 430074);An lnvestigation on the Radiative Characteristic of External Calibration Load for Microwave Radiometers[J];ACTA ELECTRONICA SINICA;1998-03
6 HU Mou-fa,DONG Wen-juan,WANG Shu-hong,CHEN Zeng-ping (ATR Key Laboratory,National University of Defense Technology,Changsha,Hunan 410073,China);Singular Value Decomposition Band-Pass-Filter for Image Background Suppression and Denoising[J];Acta Electronica Sinica;2008-01
7 Zhang Yong Li Xingguo (Institute of Millimeter-Wave & Light-Wave Near-Sensing Technology,Nanjing University of Science & Tech.,Nanjing 210094);THE PROCESSING MEANS OF l/F NOISE IN MILLIMETER WAVE FOCAL PLANE ARRAY WITH WAVELET TRANSFORM[J];;1999-02
8 HOU Jian-hua1,2,TIAN Jin-wen2,LIU Jian2(1 College of Electronic Information Engineering,South-Central University for Nationalities,Wuhan 430074,China)(2 State Key Laboratory for Image Processing & Intelligence Control,Huazhong University of Science & Technology,Wuhan 430074,China);Analysis of the Errors in Locally Adaptive Wavelet Domain Wiener Filter and Image Denoising[J];Acta Photonica Sinica;2007-01
9 GAO Mei, CHEN Shu-yue (Dept. of Electronic Engineering and Information, North China Institute of Technology, Taiyuan 030051, China);Study of the PSF for Linear Motion Blur at Arbitrary Direction[J];Journal of North China Institute of Technology;2004-04
10 Li Hui fang Du Ming hui (Dept. of Electronic & Information Engineering, South China Univ. of Tech., Guangzhou 510640, China);Super-resolution Image Restoration Based on Improved POCS Algorithm[J];Journal of South China University of Technology(Natural Science);2003-10
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved