A new entropy-based algorithm for face localization

被引:0
|
作者
Alirezaee, S [1 ]
Kanan, HR [1 ]
Faez, K [1 ]
Aghaeinia, H [1 ]
机构
[1] Univ Zanjan, Dept Elect Engn, Zanjan, Iran
关键词
face localization; face detection; face recognition; entropy;
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
Detecting and localizing a face in a single image is the most important part of almost all face recognition systems. Face localization aims to determine the image position of a face for verification purpose of documents such as passport. driving license, ID cards, etc. In this paper an entropy-based method is proposed for detecting the high information region of the image which may include eyes, mouth, nose, etc. The derived regions in this stage of recognition are sent to feature extraction and classification phase. The method has been tested on the ORL database. The results show the effectiveness and robustness of the proposed method for face detection and localization in presence of white additive gaussian noise zip to 25 dbw. We have achieved localization rate 99.75% for defection of faces in the ORL data set that we had which means 1 miss over 400 ORL faces.
引用
下载
收藏
页码:306 / 310
页数:5
相关论文
共 50 条
  • [41] Efficient entropy-based action selection for appearance-based robot localization
    Porta, JM
    Terwijn, B
    Kröse, B
    2003 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS, 2003, : 2842 - 2847
  • [42] Entropy-Based Greedy Algorithm for Decision Trees Using Hypotheses
    Azad, Mohammad
    Chikalov, Igor
    Hussain, Shahid
    Moshkov, Mikhail
    ENTROPY, 2021, 23 (07)
  • [43] Entropy-Based Algorithm for Supply-Chain Complexity Assessment
    Kriheli, Boris
    Levner, Eugene
    ALGORITHMS, 2018, 11 (04)
  • [44] An efficient architecture for entropy-based best-basis algorithm
    Aroutchelvame, S. M.
    Raahemifar, K.
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 3281 - +
  • [45] An Entropy-Based Machine Learning Algorithm for Combining Macroeconomic Forecasts
    Breto, Carles
    Espinosa, Priscila
    Hernandez, Penelope
    Pavia, Jose M.
    ENTROPY, 2019, 21 (10)
  • [46] An Entropy-Based Fuzzy Controllers QoS Routing Algorithm in MANET
    Chen, Hua
    Sun, Baolin
    Zeng, Yue
    He, Xianying
    HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 3, PROCEEDINGS, 2009, : 235 - +
  • [47] Entropy-based algorithm for discovering groups with mixed type attributes
    Hernandez, Edna
    Li, Xiaoou
    Rocha, Luis E.
    2006 3RD INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING, 2006, : 198 - +
  • [48] Tsallis entropy-based thresholding algorithm for images of historical documents
    Mello, Carlos A. B.
    Schuler, Luciana A.
    2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8, 2007, : 1137 - +
  • [49] An entropy-based adaptive genetic algorithm for learning classification rules
    Yang, LY
    Widyantoro, DH
    Ioerger, T
    Yen, J
    PROCEEDINGS OF THE 2001 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2001, : 790 - 796
  • [50] An Entropy-based Stability Algorithm for Regulating the Movement of MANET Nodes
    Kim, Sang-Chul
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2011, 5 (05): : 999 - 1012