Leaf Recognition based on Artificial Neural Network

被引：0
|
作者：
Ayaz, Furkan [1 ]
Ari, Ali [2 ]
Hanbay, Davut [3 ]
机构：
[1] Bartin Univ, Bilgisayar Muhendisligi Bolumu, Muhendislik Fak, Bartin, Turkey
[2] Inonu Univ, Bilgisayar Teknol Bolumu, Surgu Meslek Yuksekokulu, Malatya, Turkey
[3] Inonu Univ, Bilgisayar Muhendisligi Bolumu, Muhendislik Fak, Malatya, Turkey
来源：
2017 INTERNATIONAL ARTIFICIAL INTELLIGENCE AND DATA PROCESSING SYMPOSIUM (IDAP) | 2017年
关键词：
Leaf Recognition; Uniform Patterns; Artificial Neural Network;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Plant recognition from their leaves has become a popular area in the machine learning and image processing. In this study 7 different types of apricot trees were determined and classified by using their leaves. At first leaves images were preprocessed. After than each image was scanned by 5x5 overlapping filter and median values of each filter process were recorded to represent the leaves. After than filtered each image was scanned by 2x2 overlapping filter and maximum values of each shifting step was recorded. The dimension of each image reduced to it half. Histogram of these uniform patterns were evaluated. These features were applied as input to the Artificial Neural Network (ANN) and 7 types of apricot were classified with the accuracy is 98.6 %.
引用
收藏
页数：5
相关论文
共 50 条
  • [1] Recognition of Wood Defects Based on Artificial Neural Network
    Mu, Hongbo
    Qi, Dawei
    2008 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2008, : 1232 - 1237
  • [2] Penetration Pattern Recognition Based on Artificial Neural Network
    Shuo, Wang
    Quan, Shi
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON MATERIALS SCIENCE, MACHINERY AND ENERGY ENGINEERING (MSMEE 2017), 2017, 123 : 1075 - 1079
  • [3] Feature extraction and automatic recognition of plant leaf using artificial neural network
    Wu Qingfeng
    Lin Kunhui
    Zhou Changle
    ADVANCED COMPUTER TECHNOLOGY, NEW EDUCATION, PROCEEDINGS, 2007, : 47 - 50
  • [4] Orbit shape automatic recognition based on artificial neural network
    Du Dongmei
    He Qing
    Proceedings of the ASME Power Conference 2005, Pts A and B, 2005, : 489 - 492
  • [5] The Analysis of Face Recognition Based on BP Artificial Neural Network
    Du, Yang
    Guo, Fei
    PROCEEDINGS OF THE 2016 7TH INTERNATIONAL CONFERENCE ON MECHATRONICS, CONTROL AND MATERIALS (ICMCM 2016), 2016, 104 : 272 - 277
  • [6] Artificial neural network based character recognition using SciLab
    Priya Darshni
    Balwinder Singh Dhaliwal
    Raman Kumar
    Vincent Aizebeoje Balogun
    Sunpreet Singh
    Cătălin Iulian Pruncu
    Multimedia Tools and Applications, 2023, 82 : 2517 - 2538
  • [7] Artificial neural network based character recognition using SciLab
    Darshni, Priya
    Dhaliwal, Balwinder Singh
    Kumar, Raman
    Balogun, Vincent Aizebeoje
    Singh, Sunpreet
    Pruncu, Catalin Iulian
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (02) : 2517 - 2538
  • [8] Artificial Neural Network: Gas recognition
    Keskic, Leila
    Hodzic, Jasin
    Alispahic, Belma
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING 2017 (CMBEBIH 2017), 2017, 62 : 283 - 288
  • [9] Artificial Neural Network Based Multimodal Biometrics Recognition System
    Lathika, B. A.
    Devaraj, D.
    2014 INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICCICCT), 2014, : 973 - 978
  • [10] Artificial neural network based method for handwriting recognition to speech generation
    Magoules, Frederic
    Marquevielle, Vincent
    Dutilleul, Pierre-Arnaud
    JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY, 2009, 3 (01) : 45 - 58
12345