Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chinese Journal of Rice Science》 2019-01
Add to Favorite Get Latest Update

Rhizocotonia Solani Recognition Algorithm Based on Convolutional Neural Network

LIU Tingting;WANG Ting;HU Lin;Key Laboratory of Agricultural Big Data,Ministry of Agriculture/Agricultural Information Institute of Chinese Academy of Agricultural Sciences;  
【Objective】Rice sheath blight is one of the three major diseases in rice production.The convolutional neural network which stands out for automatic identification of rice shealth blight can compensate for the lack of human identification. To solve this problem and prevent diseases deterioration, accurate identification of diseases types is of great significance.【Method】The convolutional neural network method was used to recognize rice sheath blight and compared with the recognition method based on support vector machine.【Result】The convolutional neural network method showed the recognition rate of 97%, better than that of support vector machine(95%).【Conclusion】The application of convolutional neural network to the identification of rice sheath blight is feasible and makes up for the lack of artificial recognition. The model trained by this algorithm has great recognition performance.
【Fund】: 中国农业科学院基本科研业务费项目(Y2017LM07);中国农业科学院农业信息研究所基本科研业务费项目(JBYW-AII-2017-32)
【CateGory Index】: S435.111.42;TP391.41
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 9 Hits
1 Wu Yuanyuan;Diao Zhihua;Wang Huidan;Zhao Mingzhen;Wei Wei;College of Electric and Information Engineering,Zhengzhou University of Light Industry;Zhengzhou Central Sub branch,People's Bank of China;;Research on Shape Feature Extraction of Crop Disease Image[J];农机化研究;2015-01
2 Wang Xianfeng;Zhang Shanwen;Wang Zhen;Zhang Qiang;Department of Engineering and Technology,Xijing University;College of Forestry,Northwest A & F University;;Recognition of cucumber diseases based on leaf image and environmental information[J];农业工程学报;2014-14
3 SANG Hai-xu1,WANG Jing-shi1,LIU Yu1,LI Yun-dong1,MA Xiao-hui1,LIU Zhi-heng2(1 Liaoning Saline or Alkaline Land Utilization and Research Institute,Panjin Liaoning China,124010; 2 College of Plant Protection,Shenyang Agricultural University,Shenyang China,110161);The Effect of Rice Sheath Blight on Yield and Quality[J];北方水稻;2013-01
4 Zhang Jianhua 1,3,Qi Lijun 1,3※,Ji Ronghua 2.3,Wang Hu 1,3,Huang Shikai 1,3,Wang Pei 1,3(1.College of Engineering,China Agricultural University,Beijing 100083,China;2.College of Information and Electrical Engineering,China Agricultural University,Beijing 100083,China 3.Key Laboratory of Optimal Design of Modern Agricultural Equipment in Beijing,Beijing 100083,China);Cotton diseases identification based on rough sets and BP neural network[J];农业工程学报;2012-07
5 GU Ya-xiang1 DING Shi-fei1,2(School of Computer Science and Technology,China University of Mining and Technology,Xuzhou 221116,China)1(Key Laboratory of Intelligent Information Processing,Institute of Computing Technology,Chinese Academy of Sciences,Beijing 100080,China)2;Advances of Support Vector Machines(SVM)[J];计算机科学;2011-02
6 TIAN You-wena, LI Cheng-huab (a.College of Information and Electrical Engineering; b.College of Engineering, Shenyang Agricultural University, Shenyang 110161,China);Research on Recognition of Cucumber Disease Based on Image Processing in Sunlight Greenhouse[J];农机化研究;2006-02
7 Tian Youwen Li Chenghua(Shenyang Agricultural University) Zhang Changshui(Tsinghua University);Study on Plant Disease Recognition Using Support Vector Machine and Chromaticity Moments[J];农业机械学报;2004-03
8 Xu Guili(Nanjing University of Aeronautics and Astronautics) Mao Hanping Li Pingping(Jiangsu University);Research on Extraction Leaf Texture Features as Sample of Nutrient Shortage by Percent Histogram of Differentiation[J];农业机械学报;2003-02
9 Chen Jiajuan 1 Ji Shouwen 1 Li Juan 1 Zhao Xuedu 2 (1.Laiyang Agricultural College, Laiyang 265200; 2.Jilin University, Changchun 130025);Automatic Measurement of Danger Degree of Cotton Insect Pests Using Computer Vision[J];农业工程学报;2001-02
Chinese Journal Full-text Database 10 Hits
1 YE Yongwei;REN Shedong;LU Junjie;YANG Chao;Key Laboratory of Special Purpose Equipment and Advanced Manufacturing Technology,Ministry of Education,Zhejiang University of Technology;;Fault diagnosis for automobile coating equipment based on SVM[J];浙江工业大学学报;2015-06
2 ZHANG Jin-yan;TAO Hong-cai;School of Information Science & Technology,Southwest Jiaotong University;;Researchon Echo State Network[J];成都信息工程学院学报;2015-06
3 WEI Li-xin;LIN Peng;WANG Li-ping;Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University;;Neural Network Controller for APC System Constructed Based on Elman Network Prediction[J];矿冶工程;2015-06
4 LIU Hui;JI Rong-hua;QI Li-jun;MA Wei;GAO Chun-hua;College of Engineering,China Agricultural University;College of Information and Electrical Engineering,China Agricultural University;Beijing Key Laboratory of Optimization Design of Modern Agricultural Equipment;;Spores of marigold black spot identification based on PCA and BP neural network[J];中国农业大学学报;2015-06
5 Cheng Ke;Sun Wei;Gao Shang;School of Computer Science and Engineering,Jiangsu University of Science and Technology;;A Hybrid Algorithm of Planthopper Image Detection[J];农机化研究;2015-11
6 YU Yong;ZHANG Yunwei;WANG Jing;WANG Dalong;WANG Yanjun;BAO Jun;Faculty of Information Engineering and Automation,Kunming University of Science and Technology;Faculty of Modern Agricultural Engineering,Kunming University of Science and Technology;;Research on recognition of tobacco leaf disease based on computer vision[J];计算机工程与应用;2015-20
7 Wang Haichao;Gao Xiong;Chen Tieying;Chen Zhi;College of Mechanical and Electrical Engineering of Inner Mongolia Agricultural University;Inner Mongolia Agricultural Machinery Technology Promotion Station;;Research Progress and Prospect of Spectral and Machine Vision Technology on Crop Disease Detection[J];农机化研究;2015-10
8 Wu Yuanyuan;Li Qingbo;Diao Zhihua;College of Electric and Information Engineering,Zhengzhou University of Light Industry;College of Mathematics and Information Science,Zhengzhou University of Light Industry;;Feature Extraction of Color Image of Wheat Leaf Disease[J];农机化研究;2015-10
9 CUI Shi-gang;CI Dan-ni;LIANG Fan;Tianjin Key Laboratory of Information Sensing and Intelligent Control, Tianjin University of Technology and Education;;Segmentation of common sow thistle leave disease spots based on Lab color space and genetic algorithm[J];天津职业技术师范大学学报;2015-03
10 Wei Yali;Liu Li;Xiang Xueyan;Qi Xuting;School of Information Science and Engineering,Shandong Normal University;;SVM ALGORITHM RESEARCH BASED ON THE RANDOM FEATURES SUBSPACE AND THE WEIGHTED KERNEL FUNCTION[J];山东师范大学学报(自然科学版);2015-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 PU Yongxian,YU Cuilan(Computer Science Department,Dehong Teachers’College,Dehong,Yunnan 678400,China);Automatic Identification of Crop Diseases Image Based on the Dual Coding Genetic Algorithm of Support Vector Machine[J];贵州农业科学;2013-07
2 WANG Shuwen,ZHANG Changli(School of Engineering,Northeast Agricultural University,Harbin 150030,China);Study on identification of cucumber leaf disease based on image processing[J];东北农业大学学报;2012-05
3 SHI Wei-min,YANG Xi-yang,LI Zhi-wei(School of Mathematics and Computer Science,Quanzhou Normal University,Quanzhou 362000,China);Research on Disease Level of Cucumber Downy Mildew Based on Partial Fuzzy C-means Algorithm[J];福建师范大学学报(自然科学版);2012-01
4 Zhang Jianhua1 Ji Ronghua2 Yuan Xue1 Li Hui1 Qi Lijun1(1.College of Engineering,China Agricultural University,Beijing 100083,China2.College of Information and Electrical Engineering,China Agricultural University,Beijing 100083,China);Recognition of Pest Damage for Cotton Leaf Based on RBF-SVM Algorithm[J];农业机械学报;2011-08
5 LIU Jun1, WANG Zhenzhong1, LI Baoju2, HUAN Zhongdan1, HUANG Haiyang11.Laboratory of Mathematics and Complex Systems, Ministry of Education, School of Mathematical Sciences, Beijing Normal University, Beijing 100875, China 2.Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China;Automatic identification system for diseases of crop leaves based on image processing[J];计算机工程与应用;2012-13
6 Geng Changxing Zhang Junxiong Cao Zhengyong Li Wei(College of Engineering,China Agricultural University,Beijing 100083,China);Recognition and Features Extraction of Cucumber Downy Mildew Based on Color and Texture[J];农业机械学报;2011-03
7 CHAI A-li1,LI Bao-ju1,SHI Yan-xia1,CEN Zhe-xin1,HUANG Hai-yang2,and LIU Jun2 (1 Insititute of Vegetables and Flowers,Chinese Academy of Agricultural Sciences,Beijing 100081,China;2 Department of Mathematics,Beijing Normal University,Beijing 100875,China);Recognition of Tomato Foliage Disease Based on Computer Vision Technology[J];园艺学报;2010-09
8 GUAN Ze-xin1,TANG Jian2,YANG Bao-jun2,ZHOU Ying-feng1,FAN De-yao1,YAO Qing1,(1College of Informatics and Electronics,Zhejiang Sci-Tech University,Hangzhou 310018,China; 2China National Rice Research Institute,Hangzhou 310006,China);Study on Recognition Method of Rice Disease Based on Image[J];中国水稻科学;2010-05
9 Tian Youwen1,Li Tianlai 2,Zhang Lin 1,Wang Xiaojuan 1(1.College of Information and Electric Engineering,Shenyang Agricultural University,Shenyang 110866,China;2.College of Horticulture,Shenyang Agricultural University,Shenyang 110866,China);Diagnosis method of cucumber disease with hyperspectral imaging in greenhouse[J];农业工程学报;2010-05
10 WANG Shu-mei (Liaoning Professional College, Liaoning Tieling 112001, China);Review of research on pests forecast based on weather[J];中国植保导刊;2009-12
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved