Face detection in color images

被引:1114
|
作者
Hsu, RL
Abdel-Mottaleb, M
Jain, AK
机构
[1] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[2] Univ Miami, Dept Elect & Comp Engn, Coral Gables, FL 33124 USA
关键词
face detection; face recognition; lighting compensation; color transformation; skin tone; facial feature map; Hough transform;
D O I
10.1109/34.1000242
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human face detection plays an important role in applications such as video surveillance, human computer interface, face recognition, and face image database management. We propose a face detection algorithm for color images in the presence of varying lighting conditions as well as complex backgrounds. Based on a novel lighting compensation technique and a nonlinear color transformation, our method detects skin regions over the entire image and then generates face candidates based on the spatial arrangement of these skin patches. The algorithm constructs eye, mouth, and boundary maps for verifying each face candidate. Experimental results demonstrate successful face detection over a wide range of facial variations in color, position, scale, orientation, 3D pose, and expression in images from several photo collections (both indoors and outdoors).
引用
收藏
页码:696 / 706
页数:11
相关论文
共 50 条
  • [1] Face detection in color images
    Hsu, RL
    Abdel-Mottaleb, M
    Jain, AK
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS, 2001, : 1046 - 1049
  • [2] Face detection method for color images
    Petrescu, D
    Gelgon, M
    PROCEEDINGS OF THE FIFTH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1 AND 2, 2000, : A29 - A32
  • [3] Multiple Face Detection in Color Images
    Archana, T.
    Venugopal, T.
    Kumar, M. Praneeth
    2015 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION ENGINEERING SYSTEMS (SPACES), 2015, : 82 - 85
  • [4] Human face detection in color images
    Zaqout, I
    Zainuddin, R
    Baba, S
    ADVANCES IN COMPLEX SYSTEMS, 2004, 7 (3-4): : 369 - 383
  • [5] An efficient algorithm for face detection in color images
    Srisuk, S
    Kurutach, W
    PROCEEDINGS OF THE 6TH JOINT CONFERENCE ON INFORMATION SCIENCES, 2002, : 688 - 691
  • [6] Detection of Facial Features on Color Face Images
    Wang, Hsueh-Wu
    Wu, Ying-Ming
    Lu, Yen-Ling
    Hsiao, Ying-Tung
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS (ACIIDS 2012), PT I, 2012, 7196 : 86 - 101
  • [7] Highly Efficient Face Detection in Color Images
    Chen, Tse-Wei
    Tang, Chi-Sun
    Chien, Shao-Yi
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2008, 9TH PACIFIC RIM CONFERENCE ON MULTIMEDIA, 2008, 5353 : 919 - +
  • [8] Face detection in color images and video sequences
    Tsapatsoulis, N
    Kollias, S
    MELECON 2000: INFORMATION TECHNOLOGY AND ELECTROTECHNOLOGY FOR THE MEDITERRANEAN COUNTRIES, VOLS 1-3, PROCEEDINGS, 2000, : 498 - 502
  • [9] A robust algorithm for face detection in color images
    Mansour, IM
    Weshah, SR
    Proceedings of the Fifth IASTED International Conference on Visualization, Imaging, and Image Processing, 2005, : 109 - 114
  • [10] Face detection in color images with complex environments
    Inst. of Image Processing and Pattern Recognition, Shanghai Jiaotong Univ., Shanghai 200240, China
    Shanghai Jiaotong Daxue Xuebao, 2006, 5 (778-782):