Face Recognition using morphological method

被引:5
作者
Tiwari, Ritu [1 ]
Shukla, Anupam [1 ]
Prakash, Chandra [1 ]
Sharma, Dhirender [1 ]
Kumar, Rishi [1 ]
Sharma, Sourabh [1 ]
机构
[1] Indian Inst Informat Technol & Management Gwalior, Dept Informat Commun & Technol, Gwalior, India
来源
2009 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE, VOLS 1-3 | 2009年
关键词
Edge detection; Face Recognition; Facial features; Feature extraction; Morphological Method Image processing; fiducial point;
D O I
10.1109/IADCC.2009.4809067
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper we discussed and implemented Morphological method for face recognition using fiducial points. A new technique for extracting facial features is suggested here. This method is independent of the face expressions. In recognition process, these fiducial point are fed as inputs to a Back propagation neural network for learning and identifying a person. So with the help of this technique, recognition is applied under various facial expressions. This algorithm is tested on Grimice Database and compared with existing feature extraction techniques PCA and R-LDA. Morphological method is able to give recognition results better than PCA extracted features.
引用
收藏
页码:529 / 534
页数:6
相关论文
共 18 条
  • [1] [Anonymous], 1996, Tools for Statistical Inference
  • [2] HUMAN AND MACHINE RECOGNITION OF FACES - A SURVEY
    CHELLAPPA, R
    WILSON, CL
    SIROHEY, S
    [J]. PROCEEDINGS OF THE IEEE, 1995, 83 (05) : 705 - 740
  • [3] Line-based face recognition under varying pose
    de Vel, O
    Aeberhard, S
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (10) : 1081 - 1088
  • [4] Statistics in face recognition: Analyzing probability distributions of PCA, ICA and LDA performance results
    Delac, K
    Grgic, M
    Grgic, S
    [J]. ISPA 2005: PROCEEDINGS OF THE 4TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, 2005, : 289 - 294
  • [5] Duda R. O., 2000, Pattern classification
  • [6] Heinz B., 1995, IEEE T PATTERN ANAL, V17, P529
  • [7] ISMAIL M, 2006, ICGSTS GRAPHICS VISI, V6, P7
  • [8] Face recognition using kernel scatter-difference-based discriminant analysis
    Liu, Qingshan
    Tang, Xiaoou
    Lu, Hanqing
    Ma, Songde
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (04): : 1081 - 1085
  • [9] Mardia K. V., 1979, Multivariate Analysis, P457
  • [10] MAZUMDAR D, J IETE