Vessels Detection Based on Neural Network with Application in Wood Recognition

被引:0
|
作者
Todorov, Pavel [1 ]
Christoff, Nicole [1 ]
机构
[1] Tech Univ Sofia, Fac Telecommun, 8 Kl Ohridski Blvd, Sofia 1756, Bulgaria
关键词
vessel detection; feature extraction; classification;
D O I
10.1109/IDAACS53288.2021.9660958
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For the conservation of plant species and the control of timber commerce across the world, tree identification is becoming increasingly crucial. It relies heavily on anatomical traits such as vessels, fibers, parenchyma, and rays. The cell structure of each hardwood species differs greatly across intraspecific species and defines their differences. In this article, we propose a method for the detection of vessels through two steps: feature extraction and classification. They are based on grayscale image entropy and classification using a neural network.
引用
收藏
页码:516 / 520
页数:5
相关论文
共 50 条
  • [1] Recognition of Wood Defects Based on Artificial Neural Network
    Mu, Hongbo
    Qi, Dawei
    [J]. 2008 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2008, : 1232 - 1237
  • [2] Recognition of Fire Detection Based on Neural Network
    Yang Banghua
    Dong Zheng
    Zhang Yonghuai
    Zheng Xiaoming
    [J]. LIFE SYSTEM MODELING AND INTELLIGENT COMPUTING, PT II, 2010, 6329 : 250 - 258
  • [3] Study on Wood Detection Based on BP Neural Network
    Qi, Dawei
    Zhang, Peng
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 3124 - 3129
  • [4] Study on Wood Defect Detection Based on Artificial Neural Network
    Qi, Dawei
    Zhang, Peng
    Yu, Lei
    [J]. 2008 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2008, : 1166 - 1171
  • [5] Automatic Recognition of Student Emotions Based on Deep Neural Network and Its Application in Depression Detection
    Ding, Yan
    Zhong, Shan
    Hua, Lei
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (11) : 2634 - 2641
  • [6] Application of deep convolutional neural network on feature extraction and detection of wood defects
    He, Ting
    Liu, Ying
    Yu, Yabin
    Zhao, Qian
    Hu, Zhongkang
    [J]. MEASUREMENT, 2020, 152
  • [7] Research on Recognition of Medical Image Detection Based on Neural Network
    Wang, Shaoqiang
    Wang, Shudong
    Zhang, Song
    Fan, Fangfang
    He, Gewen
    [J]. IEEE ACCESS, 2020, 8 : 94947 - 94955
  • [8] Automatic road sign detection and recognition based on neural network
    Redouan Lahmyed
    Mohamed El Ansari
    Zakaria Kerkaou
    [J]. Soft Computing, 2022, 26 : 1743 - 1764
  • [9] Application of a novel neural network to face recognition based on DWT
    Zhang, Jin
    Lou, Zhenguo
    Li, Guang
    Freeman, Walter J.
    [J]. 2006 1ST IEEE RAS-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL ROBOTICS AND BIOMECHATRONICS, VOLS 1-3, 2006, : 212 - +
  • [10] Design and application of iris recognition system based on neural network
    Yu, C.
    Dai, F.
    Zhang, J.
    [J]. INFORMATION SCIENCE AND MANAGEMENT ENGINEERING, VOLS 1-3, 2014, 46 : 737 - 744