Image Flower Recognition based on a New Method for Color Feature Extraction

被引:0
|
作者
Ben Mabrouk, Amira [1 ]
Najjar, Asma [1 ]
Zagrouba, Ezzeddine [1 ]
机构
[1] Univ Tunis Elmanar, Inst Super Informat, Team Res SIIVA Lab RIADI, Tunis, Tunisia
关键词
SURF; Lab Color Space; Visual Vocabulary; SVM; MKL;
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
In this paper, we present, first, a new method for color feature extraction based on SURF detectors. Then, we proved its efficiency for flower image classification. Therefore, we described visual content of the flower images using compact and accurate descriptors. These features are combined and the learning process is performed using a multiple kernel framework with a SVM classifier. The proposed method has been tested on the dataset provided by the university of oxford and achieved better results than our implementation of the method proposed by Nilsback and Zisserman (Nilsback and Zisserman, 2008) in terms of classification rate and execution time.
引用
收藏
页码:201 / 206
页数:6
相关论文
共 50 条
  • [1] New image color feature extraction method
    Qiu, Zhao-Wen
    Zhang, Tian-Wen
    Harbin Gongye Daxue Xuebao/Journal of Harbin Institute of Technology, 2004, 36 (12): : 1699 - 1701
  • [2] NIB2DPCA-based Feature Extraction Method for Color Image Recognition
    Feng, Zongyue
    Zhu, Jiagang
    14TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS, ENGINEERING AND SCIENCE (DCABES 2015), 2015, : 308 - 311
  • [3] A New Color Feature Extraction Method Based on QuadHistogram
    Alamdar, Fatemeh
    Keyvanpour, MohammadReza
    2011 3RD INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND INFORMATION APPLICATION TECHNOLOGY ESIAT 2011, VOL 10, PT A, 2011, 10 : 777 - 783
  • [4] Image color style migration method for mobile applications based color feature extraction
    Cai, Xingquan
    Ge, Yakun
    Cai, Runbo
    Guo, Tianhang
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2019, 19 (04) : 879 - 890
  • [5] Color Image Compression Based on Feature Extraction
    Pabi, D. J. Ashpin
    Aruna, P.
    Puviarasan, N.
    PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR 2016), 2018, 614 : 375 - 385
  • [6] A Face Recognition Method Based on Residual Image Representation and Feature Extraction
    Liu, Linghui
    Luan, Xiao
    Tang, Shu
    Geng, Hongmin
    Zhang, Ye
    2017 INTERNATIONAL CONFERENCE ON SECURITY, PATTERN ANALYSIS, AND CYBERNETICS (SPAC), 2017, : 636 - 641
  • [7] ColorPCA: Color Principal Feature Extraction Technique for Color Image Reconstruction and Recognition
    Zhang, Zhao
    Zhao, Mingbo
    Li, Bing
    Tang, Peng
    2013 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2013,
  • [8] A New Feature Extraction Method Based on Clustering for Face Recognition
    El Ferchichi, Sabra
    Zidi, Salah
    Laabidi, Kaouther
    Ksouri, Moufida
    Maouche, Salah
    ENGINEERING APPLICATIONS OF NEURAL NETWORKS, PT I, 2011, 363 : 247 - +
  • [9] Adaptive Color Feature Extraction Based on Image Color Distributions
    Chen, Wei-Ta
    Liu, Wei-Chuan
    Chen, Ming-Syan
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (08) : 2005 - 2016
  • [10] Color Feature-based Pillbox Image Color Recognition
    Guo, Peng
    Stanley, Ronald J.
    Cole, Justin G.
    Hagerty, Jason
    Stoecker, William V.
    PROCEEDINGS OF THE 12TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISIGRAPP 2017), VOL 4, 2017, : 188 - 194