RETRACTED: Automatic recognition of tomato leaf disease using fast enhanced learning with image processing (Retracted Article)

被引:12
|
作者
Vadivel, Thanjai [1 ]
Suguna, R. [1 ]
机构
[1] Vel Tech Rangarajan Dr Sagunthala R&D Inst Sci &, Dept Comp Sci & Engn, Chennai, Tamil Nadu, India
关键词
Tomato leaves; RBF Kernel; Fast Enhanced Learning Method; image processing; image classification; CNN; K-means clustering; NN Classifier; SVM;
D O I
10.1080/09064710.2021.1976266
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
The changes in weather have beneficial and harmful effects on crop yields. There will be a loss of yield because of the diseases in crops. With the growing population, the fundamental want of food is growing. That is why agriculture gains a prominent position all around the world. It eventually ends up by a massive defeat for the farmers and the financial boom of India. The article's primary goalis to bring together farmers and cutting-edge technologies to minimise diseases in plant leaves. To enforce the idea, 'Tomato' is selected in which leaf sicknesses are expected and identified by the Artificial Intelligence algorithms, CNN (Convolution Neural Network) with pc technological know-how. Tomato is a mere consumable vegetable in India. In this investigation, seven types of tomato leaf disorders were sensed, including one wholesome elegance. The farmers are able to check the symptoms with the shapes of images of the tomato leaves with those expecting diseases. Its comparison of various classification and filters/methods with different techniques, such as K-Means classifier, SVM (Support Vector), RBF(Radial Basis Function) Kernel, Optimised MLP(Multilayer perceptron), NN classifier, BPNN (back-propagation neural network) and CNN Classifier. The classification accuracy of the existing method after experiment is RBF - 89%, k-means - 85.3%, SVM - 88.8%, Optimised MLP - 91.4%, NN - 97, BPNN - 85.5%, CNN - 94.4%. The proposed architecture can achieve the desired accuracy of 99.4%.
引用
收藏
页码:312 / 324
页数:13
相关论文
共 50 条
  • [21] RETRACTED: Application of Image Processing Sensor and Pattern Recognition in Detection of Bearing Surface Defects (Retracted Article)
    Wu, Qinghong
    Zhu, Minghui
    JOURNAL OF SENSORS, 2022, 2022
  • [22] RETRACTED: Development of hand gesture recognition system using machine learning (Retracted Article)
    Parvathy, Priyanka
    Subramaniam, Kamalraj
    Venkatesan, G. K. D. Prasanna
    Karthikaikumar, P.
    Varghese, Justin
    Jayasankar, T.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (06) : 6793 - 6800
  • [23] RETRACTED: Multi-sensor Image Automatic Registration Using Mutual Information (Retracted Article)
    Jiang Jing
    Zhang Xuesong
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11
  • [24] RETRACTED: MRI image denosing with fast nonlocal filtering (Retracted Article)
    Lu, Bibo
    Ku, Yongxia
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11 : 2374 - 2381
  • [25] RETRACTED: An Image Recognition Framework for Oral Cancer Cells (Retracted Article)
    Zhang, Hao
    Li, Wei
    Zhang, Hanzhong
    JOURNAL OF HEALTHCARE ENGINEERING, 2021, 2021
  • [26] RETRACTED: Medical Image Captioning Using Optimized Deep Learning Model (Retracted Article)
    Singh, Arjun
    Raguru, Jaya Krishna
    Prasad, Gaurav
    Chauhan, Surbhi
    Tiwari, Pradeep Kumar
    Zaguia, Atef
    Ullah, Mohammad Aman
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [27] RETRACTED: Image Processing Based on Fuzzy Mathematics Theory (Retracted Article)
    Hou, Maowen
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [28] RETRACTED: Few Samples of SAR Automatic Target Recognition Based on Enhanced-Shape CNN (Retracted Article)
    Huang, Mengmeng
    Liu, Fang
    Meng, Xianfa
    JOURNAL OF MATHEMATICS, 2021, 2021
  • [29] RETRACTED: Research on Chest Disease Recognition Based on Deep Hierarchical Learning Algorithm (Retracted Article)
    Li, Lingling
    Long, Yangyang
    Huang, Bangtong
    Chen, Zihong
    Liu, Zheng
    Yang, Zekun
    JOURNAL OF HEALTHCARE ENGINEERING, 2022, 2022
  • [30] RETRACTED: Deep Learning for Ocular Disease Recognition: An Inner-Class Balance (Retracted Article)
    Khan, Md Shakib
    Tafshir, Nafisa
    Alam, Kazi Nabiul
    Dhruba, Abdur Rab
    Khan, Mohammad Monirujjaman
    Albraikan, Amani Abdulrahman
    Almalki, Faris A.
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022