Automatic edge-based localization of facial features from images with complex facial expressions

被引:7
|
作者
Gizatdinova, Yulia [1 ]
Surakka, Veikko [1 ]
机构
[1] Univ Tampere, Res Grp Emot Social & Comp, Dept Comp Sci, Tampere 33014, Finland
关键词
Facial feature localization; Local oriented edge; Edge histogram; Localization error; Accuracy evaluation metrics; Expression; FACE DETECTION; TRACKING;
D O I
10.1016/j.patrec.2010.07.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automatic localization of facial features is an essential step for many systems of face recognition, facial expression classification and intelligent vision-based human-computer interfaces. In this paper, we present automatic edge-based method of locating regions of prominent facial features from up-right facial images. The proposed localization scheme was tested on several public databases of complex facial expressions. The method demonstrated high localization rates when localization accuracy was evaluated by both a conventional point error measure and a new rectangular error measure that takes into account the location of the feature in the image and the true feature size. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:2436 / 2446
页数:11
相关论文
共 50 条
  • [31] Automatic Race Estimation from Facial Images Using Shape and Color Features
    Abirami, B.
    Subashini, T. S.
    [J]. DATA ENGINEERING AND COMMUNICATION TECHNOLOGY, ICDECT-2K19, 2020, 1079 : 173 - 181
  • [32] Automatic Age Detection based on Facial Images
    Almeida, Veronica
    Dutta, Malay Kishore
    Travieso, Carlos M.
    Singh, Anushikha
    Alonso, Jesus B.
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION CONTROL AND INTELLIGENT SYSTEMS (CCIS), 2016, : 110 - 114
  • [33] Learning realistic facial expressions from web images
    Yu, Kaimin
    Wang, Zhiyong
    Zhuo, Li
    Wang, Jiajun
    Chi, Zheru
    Feng, Dagan
    [J]. PATTERN RECOGNITION, 2013, 46 (08) : 2144 - 2155
  • [34] RECOGNITION OF OCCLUDED FACIAL EXPRESSIONS BASED ON CENTRIST FEATURES
    Ramirez Cornejo, Jadisha Yarif
    Pedrini, Helio
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 1298 - 1302
  • [35] Automatic synthesis of realistic facial expressions
    Lee, Jeong Ho
    Lee, Jong Min
    Kim, Hyung Jin
    Moon, Young Shik
    [J]. 2007 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1-3, 2007, : 951 - 956
  • [36] Overview of automatic facial expressions analysis
    Abdat, F.
    Maaoui, C.
    Pruski, A.
    [J]. PROCEEDINGS OF THE SEVENTH IASTED INTERNATIONAL CONFERENCE ON VISUALIZATION, IMAGING, AND IMAGE PROCESSING, 2007, : 229 - +
  • [37] Orientations for the successful categorization of facial expressions and their link with facial features
    Duncan, Justin
    Gosselin, Frederic
    Cobarro, Charlene
    Dugas, Gabrielle
    Blais, Caroline
    Fiset, Daniel
    [J]. JOURNAL OF VISION, 2017, 17 (14):
  • [38] Edge-based method for text detection from complex document images
    Pietikäinen, M
    Okun, O
    [J]. SIXTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, PROCEEDINGS, 2001, : 286 - 291
  • [39] Effect of facial expressions on feature-based landmark localization in static grey scale images
    Gizatdinova, Yulia
    Surakka, Veikko
    [J]. VISAPP 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, 2008, : 259 - 266
  • [40] Facial features localization in front view head and shoulders images
    Alattar, AM
    Rajala, SA
    [J]. ICASSP '99: 1999 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS VOLS I-VI, 1999, : 3557 - 3560