Object Detection by Simple Fuzzy Classifiers Generated by Boosting

被引:0
|
作者
Gabryel, Marcin [1 ]
Korytkowski, Marcin [1 ]
Scherer, Rafal [1 ]
Rutkowski, Leszek [1 ]
机构
[1] Czestochowa Tech Univ, Inst Computat Intelligence, PL-42200 Czestochowa, Poland
来源
ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I | 2013年 / 7894卷
关键词
PATTERN-RECOGNITION; RETRIEVAL;
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
Finding key points based on SURF and SIFT and size of their vector reduction is a classical approach for object recognition systems. In this paper we present a new framework for object recognition based on generating simple fuzzy classifiers using key points and boosting meta learning to distinguish between one known class and other classes. We tested proposed approach on a known image dataset.
引用
收藏
页码:540 / 547
页数:8
相关论文
共 50 条
  • [21] Remote Sensing Data Binary Classification Using Boosting with Simple Classifiers
    Nowakowski, Artur
    ACTA GEOPHYSICA, 2015, 63 (05): : 1447 - 1462
  • [22] ECG arrhythmia detection using fuzzy classifiers
    Zarei, S.
    Ahmadian, A.
    Abolhassani, A. D.
    Alireazie, J.
    Babyn, P.
    NAFIPS 2007 - 2007 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, 2007, : 48 - +
  • [23] Boosting classifiers regionally
    Maclin, R
    FIFTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-98) AND TENTH CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICAL INTELLIGENCE (IAAI-98) - PROCEEDINGS, 1998, : 700 - 705
  • [24] Boosting Object Detection Ensembles with Error Diversity
    Chow, Ka-Ho
    Liu, Ling
    2022 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2022, : 903 - 908
  • [25] Online multiple instance boosting for object detection
    Qi, Zhiquan
    Xu, Yitian
    Wang, Laisheng
    Song, Ye
    NEUROCOMPUTING, 2011, 74 (10) : 1769 - 1775
  • [26] Boosting the Accuracy of AdaBoost for Object Detection and Recognition
    Mahrnood, Zahid
    Nazeer, Muhammad
    Arif, Muhammad
    Shahzad, Imran
    Khan, Fahad
    Ali, Mazhar
    Khan, Uzair
    Khan, Samee U.
    PROCEEDINGS OF 14TH INTERNATIONAL CONFERENCE ON FRONTIERS OF INFORMATION TECHNOLOGY PROCEEDINGS - FIT 2016, 2016, : 105 - 110
  • [27] Basis Mapping Based Boosting for Object Detection
    Ren, Haoyu
    Li, Ze-Nian
    2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2015, : 1583 - 1591
  • [28] Boosting object detection using feature selection
    Sun, ZH
    Bebis, G
    Miller, R
    IEEE CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE, PROCEEDINGS, 2003, : 290 - 296
  • [29] A boosting algorithm for texture classification and object detection
    Manian, V
    Velez-Reyes, M
    VISUAL INFORMATION PROCESSING XIV, 2005, 5817 : 25 - 33
  • [30] FUZZ-EQ: A data equalizer for boosting the discrimination power of fuzzy classifiers
    Uriz, Mikel
    Elkano, Mikel
    Bustince, Humberto
    Galar, Mikel
    APPLIED SOFT COMPUTING, 2020, 93