A Fruit Quality Classification Algorithm Based on BP Neural Network and Computer Vision

被引:0
|
作者
Qiang, Hequn [1 ,2 ]
Qian, Chunhua [1 ,3 ]
Ren, Yi [1 ]
机构
[1] Suzhou Polytech Inst Agr, Dept Comp Sci, Suzhou, Peoples R China
[2] Soochow Univ, Comp Sci & Technol, Suzhou, Peoples R China
[3] Nanjing Forestry Univ, Dept Forestry Sci, Nanjing, Jiangsu, Peoples R China
关键词
BP Algorithm; Neural Network; Image Classification;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
BP algorithm is a classical neural network algorithm. We analyzed the deficiency of traditional BP neural network algorithm, designed new S function and momentum method strategy, optimized the algorithm parameters. We use the new algorithm in the classification of orange images, take color and shape features as input value, the experimental results proved that our algorithm is faster and the classification accuracy rate reaches to 90%.
引用
收藏
页码:998 / 1001
页数:4
相关论文
共 50 条
  • [21] Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
    Ma, Yan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [22] Mango Fruit Sortation System using Neural Network and Computer Vision
    Yossy, Emny Harna
    Pranata, Jhonny
    Wijaya, Tommy
    Hermawan, Heri
    Budiharto, Widodo
    DISCOVERY AND INNOVATION OF COMPUTER SCIENCE TECHNOLOGY IN ARTIFICIAL INTELLIGENCE ERA, 2017, 116 : 596 - 603
  • [23] Skin Embryo Classification Model based on BP Neural Network optimized by Genetic Algorithm
    Wang, XinGang
    Zhao, TongYu
    PROCEEDINGS OF 2018 IEEE 4TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2018), 2018, : 1230 - 1237
  • [24] Bayesian Network Based Computer Vision Algorithm for Vehicle Classification from Incomplete Data
    Zheng, Chen-zhao
    2017 2ND INTERNATIONAL CONFERENCE ON COMPUTATIONAL MODELING, SIMULATION AND APPLIED MATHEMATICS (CMSAM), 2017, : 439 - 444
  • [25] Computer Vision Positioning and Local Obstacle Avoidance Optimization Based on Neural Network Algorithm
    Yang, Lei
    Lei, Weimin
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [26] Research on computer vision capture technology based on deep convolution neural network algorithm
    Pan B.
    International Journal of Wireless and Mobile Computing, 2023, 24 (3-4) : 312 - 321
  • [27] An optimizing BP neural network algorithm based on genetic algorithm
    Ding, Shifei
    Su, Chunyang
    Yu, Junzhao
    ARTIFICIAL INTELLIGENCE REVIEW, 2011, 36 (02) : 153 - 162
  • [28] An optimizing BP neural network algorithm based on genetic algorithm
    Shifei Ding
    Chunyang Su
    Junzhao Yu
    Artificial Intelligence Review, 2011, 36 : 153 - 162
  • [29] Identification of diseases for soybean seeds by computer vision applying BP neural network
    Tan Kezhu
    Chai Yuhua
    Song Weixian
    Cao Xiaoda
    INTERNATIONAL JOURNAL OF AGRICULTURAL AND BIOLOGICAL ENGINEERING, 2014, 7 (03) : 43 - 50
  • [30] A BP Neural Network Diagnosis Based on Fuzzy Classification
    Zhou Chenghua
    Ren Gongwei
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 5330 - +