Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Computer Engineering and Applications》 2010-36
Add to Favorite Get Latest Update

Classification method of ultrasonic images of fatty livers based on threshold segmentation

LIU Jin-zhu1,WANG Jiang-he2,HONG Hui-wen2,LIU Yan-ling2,MIN Le-quan1,3 1.School of Information Engineering,University of Science and Technology Beijing,Beijing 100083,China2.Hepatology Department,Xiyuan Hospital of China Academy of Chinese Medical Sciences,Beijing 100091,China3.School of Applied Science,University of Science and Technology Beijing,Beijing 100083,China  
A classification method of ultrasonic liver image is studied based on threshold segmentation.Under the condition of minimizing the false-negative probabilityt,he confidence intervals of gray levels which are normal distributions in normal and fatty liver images can be obtained by minimizing the false-positive rate.Then classify the images by comparing the seg-mented images with the interval thresholds.The experimental results show that the classification rate of normal livers reaches to 100% for testing or training datat,he classification rate of fatty livers reaches to 96.3% for testing or training data.Com-pared with the Back Propagation Neural Network(BP NN) methodt,he method costs less time than BP NN method when they have the same performance.
【Fund】: 国家自然科学基金(No.60674059)~~
【CateGory Index】: TP391.41
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 6 Hits
1 WANG Xiao-yi,LIN Jiang-li,LI De-yu,WANG Tian-fu,ZHENG Chang-qiong,CHENG Yin-rong Department of Biomedical Engineering, Sichuan University, Chengdu 610065, China;B-Scan Ultrasonic Image Recognition of Fatty Liver Based on Texture Analysis[J];Space Medicine & Medical Engineering;2004-02
2 LIN Jiang-li~(1),WANG Xiao-yi~(1),LI De-yu~(2),WANG Tian-fu~(1),ZHENG Chang-qiong~(1),CHENG Yin-rong~(3)(1.Dept. of Biomedical Eng., Sichuan Univ., Chengdu 610065, China;2.Central. of Biomedical Eng., Sichuan Univ., Chengdu 610065, China;3.Ultrasonic office of Chengdu First People's Hospital,Chengdu 610016, China);Feature Extraction for B-scan Fatty Liver Image[J];Journal of Sichuan University (Engineering Science Edition);2005-01
3 CHEN FEI;The application research of Neural Network for classifying the ultrasonic liver image[J];;2007-12
4 QUAN Wei-wei1, WU Bin2, Zhang Ji-hua3(School of Information Engineering, SWUST, Mianyang,Sichuan 621002,China)Quan Weiwei(School of Information Engineering, SWUST, Mianyang,Sichuan 621002,China)Wu Bin(Department of function, Petroleum hospital of the northChina, Hebei 062550,China)Zhang Jihua;Research on B-Scan Ultrasonic Image Recognition of Fatty Liver Based on Artificial Neural Network[J];Microcomputer Information;2007-27
5 LV Ji WANG Bo GAO Hong-min(School of Information Science and Technology, Beijing Insti-tute of Technology, Beijing 100081, China);Automatic extraction of bridges from aerial images[J];Microcomputer Information;2008-15
6 CAO Gui-tao 1, SHI Peng-fei 1, HU Bing 2 (1Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200030, China) (2Department of Ultrasound in Medicine, Shanghai Sixth Hospital, Shanghai Jiao Tong University, Shanghai 200233, China);Liver fibrosis identification based on ultrasound images captured under varied imaging protocols[J];浙江大学学报(英文版);2005-11
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Yan-ping et al (Department of Finance,Xinyang Agricultural College,Xinyang,Henan 464000);Identifying Study on Hybrid Rice Seeds of Broken Glumes Based on Computer Vision Technology[J];Journal of Anhui Agricultural Sciences;2010-23
2 ZHOU Yu,PENG Zhao-yi,GUO Xiu-qin(Hunan University of Technology,Zhuzhou 412008,China);A Blurred Image Restoration Method Based on Printing Image Processing Technique[J];Packaging Engineering;2009-07
3 YANG Yang①,ZHANG Yong-sheng①,MA Yi-wei①②,XU Ya③(①Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;②61512 Troops,Beijing 100088,China;③73063 Troops,Nanjing 210049,China);The study on building boundary extraction based on LIDAR data[J];Science of Surveying and Mapping;2010-03
4 JIANG Yun1,ZANG Shu-ying1,WANG Jun1,2(1.GIS Lab of Harbin Normal University,Harbin 150025,China;2.Heilongjiang Geomatics Center of SBSM,Harbin 150086,China);Research on the Technology of Multi-source Remote Sensing Image Data Fusion[J];Geomatics & Spatial Information Technology;2009-02
5 WANG Zhi1,WU Li-xin1,2,KONG Xiang-qin1(1.School of Resources & Civil Engineering,Northeastern University, Shenyang 110819,China;2.Academy of Disaster Reduction and Emergency Management,Beijing Normal University,Beijing,100875,China.);Mobile Positioning in Blind Environments(Ⅰ):Pattern Recognition Algorithms for Coded Sequence Pattern Signposts[J];Journal of Northeastern University(Natural Science);2011-05
6 RONG Jian,SHEN Jin-e,DING Xue-ke,LI Fang,KUANG Ai-hua,and LIU Wen-xin (School of Physical Electronic,University of Electronic Science and Technology Chengdu 610054);Improved Model for Restoring Turbulence Degraded Image[J];Journal of University of Electronic Science and Technology of China;2008-06
7 Xie Yi;Study on Commonly Used Digital Image Segmentation Algorithm[J];Computer Development & Applications;2008-06
8 LIU Na, TONG Xiao-nian (South-Central University for Nationalities, Wuhan 430074, China);Implementation of Edge Detection in Java[J];Computer Knowledge and Technology(Academic Exchange);2007-07
9 XUE Liang,WU Yang (Collage of Information Eng., Shanghai Maritime University, Shanghai 200135, China);Target Detection Research on Bus Passenger Flow Counting[J];Computer Knowledge and Technology;2008-20
10 CHU Zhao-hui1,2 (1.College of Computer Science and Information,Hefei University of Technology,Hefei 230009,China; 2.Dept. of Mathematics and Physics, Hefei University,Hefei 230601,China);Summarization of Image Compression Methodology[J];Computer Knowledge and Technology;2009-18
China Proceedings of conference Full-text Database 9 Hits
1 SUN Jing,Murat·H,JI Jinhu,HU Yanting,CHEN Jianjun,KONG Dewei (Xinjiang medical university Medical engineering and technology college,Urumqi 830011,Xinjiang,China );A Research of Medical Image Processing based on Textural Features[A];[C];2009
2 XIN Dong~(1,2) WANG Feng~1 ZHANG Dong-lei~1 WANG Xue-sheng~2 (1.The second artillery engineering college,Xi'an,710025; 2.The second artillery officer school,Qinghai,Shandong Province,262500);An Adaptive Entropy-weight Edge-detection Method Based on Multi-scale Wavelet[A];[C];2009
3 Li Gang Sheng hua Zhang Renbin (School of Computer and Information Hefei University of Technology Hefei 230009 China);Lane Line Detection Based on LMedSquare Select Best Subset[A];[C];2009
4 Li Xiaohong Jiang Jianguo Guo Taifeng Zhan Shu School of Computer Science&Information Engineering,Hefei University of Technology,Hefei,230009,China;Implementation of the Improved Embedded Zerotree Coding Algorithm Based on Wavelet Transform[A];[C];2008
5 FU Ming-Jian LIU Bing-Han(College of Mathematics and Computer Science,Fu Zhou University,Fu Zhou 350002,China);A renal tubule pathologic image segmentation algorithm bases on watershed transform[A];[C];2008
6 WANG Xiao-wei,WANG Qiang (Dept.of Quality & Safety Engineering,China Jiliang University,Hangzhou Zhejiang 310018,China);Large Space Fire Detection Technique based on Adaptive Canny Edge Detector of Fire Image Processing[A];[C];2009
7 Yanling Feng 1,Xu Tan2 1)Department of Computer Applications,Shenzhen Institute of Information Technology,Shenzhen,Guangdong,China 2) Department of Computer Applications,Shenzhen Institute of Information Technology,Shenzhen,Guangdong,China;Research on Data Mining Technique Application in non-invasive Porcine Tissue Temperature Estimation[A];[C];2010
8 LIU De-kun,GONG Ju-bin,MA Jia-yi,TIAN Jin-wen(Huazhong University of Science and Technology Institute of Pattern Recognition and Artificial Intelligence,Wuhan 430074,China);System of infrared and low light level image fusion on vehicle[A];[C];2010
9 LI Jun Department of Computer and Electronic Information Engineering,Wuzhou University,Wuzhou,Guangxi 543002, China;Based on two-dimensional histogram fingerprint image binaryzation[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Xiao-yi,LIN Jiang-li,LI De-yu,WANG Tian-fu,ZHENG Chang-qiong,CHENG Yin-rong Department of Biomedical Engineering, Sichuan University, Chengdu 610065, China;B-Scan Ultrasonic Image Recognition of Fatty Liver Based on Texture Analysis[J];Space Medicine & Medical Engineering;2004-02
2 Wang Lilian, Wang Shuling. Affiliated Hospital of Shandong. Traditional Chinese Medicine University;The Quantitative Assessment of Fatty Infiltration of the Liver by B-Mode Ultrasonography Square Chart Method.[J];Journal of Clinical Ultrasavnd In Medicine;1998-01
3 DING Sheng,WANG Li,YAn Xin-min,et al.NanJiang Hospital of the Chinese people s Armed police forces.(844000);Comparison of the diagnosis between CT and B mode ultrasoud in faffy liver.[J];Chinese Journal of Clinical Hepatology;2002-06
4 GUO Jing,ZHOU Ji liu,ZHANG Ye,ZHU Hui,ZHANG Le (College of Electronics and Information, Sichuan University,Chengdu 610064);BP NEURAL NETWORK FOR CLASSIFICATION OF FACE RECOGNITION SYSTEM[J];JOURNAL OF SICHUAN UNIVERSITY (NATURAL SCIENCE EDITION);1999-03
5 SHAO Hong, XU Quan-sheng,CUI Wen-cheng (1. School of Information Science Engineering, Shenyang University of Technology, Shenyang 110023, China 2. Department of Student Affairs, Shenyang University of Technology, Shenyang 110023, China);Research of human face recognition method based on BP neural network[J];JOURNAL OF SHENYANG POLYTECHNIC UNIVERSITY;2000-04
6 XU Tao 1, WANG Ming shi 1, HAN Jian xin 1, WANG Xue min 1, WANG Guang xia 2 (1 School of Precision Instrument and Opto Electronic Engineering, Tianjin University, Tianjin 300072,China; 2 The Acute Abdomen Facility of Nankkai Hosipotal In Tia;Quantitative analysis of fatty liver ultrasonic images[J];Journal of Tianjin University;2002-03
7 (CollegeofInformationandEngineering, SWUST,Mi- anyang,Sichuan,621002,China)Zhu,Fuzhen Wu,Bin;SOFM Network and the Realization of SOFM in Matlab[J];Control & Automation;2005-25
8 (Faculty of Automation, Guangdong University of Technology, Guangzhou 510090) Ning,Zhigang Wang,Renhuang (College of Electrical Engineering ,Nanhua Univer- sity,Hengyang,421001);Automatic Recognition Method for Instrument Display Based on BP Neural Network[J];;2006-07
9 Yao Wei,Qian Jun,Zhao Baozhen Dept.Ultrasound,Changhai Hospital,Shanghai 200433 China;Comparative Study between Neighborhood Pixels Calculator Two and One in the Ultrasonic Texture Analysis Between Parenchyma of Normal Liver and Fatty Liver, and Between Parenchyma of Normal Thyroid and Nodular Goiter[J];Chinese Journal of Ultrasound In Medicine;2002-03
10 YAO Wei,ZHAO Yuhua.Department of Ultrasonography,Changhai Hospital,the Second Military Medical University,Shanghai 200433,China;Clinical experiment of ultrasonic texture analysis between normal liver and fatty liver by four neighborhood pixels algorithm[J];CHINESE JOURNAL OF UITRASONOGRAPHY;2000-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved