A GMM Based Automatic Red Eye Detection Algorithm

被引:0
|
作者
Uliyar, Mithun
Krishna, A. G.
Gupta, P. S. S. B. K.
Pai, J. P.
机构
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In digital photography Red eye is caused mainly under low light conditions when a flash is used for capturing the image. Many of the commercial solutions that are available in the market require some user intervention. In this paper we present a method, which detects the presence of red eyes in Images without any user intervention and corrects it. The automatic solution is based on GMM (Gaussian Mixture Model) classifiers for the detection stage. The proposed method corrected about 81% of the red eye artifacts in a test image database of 500 images, resulting in very few wrong corrections. The computational complexity of running this algorithm on a consumer electronics device such as a digital camera or a mobile phone is also very less.
引用
收藏
页码:125 / 126
页数:2
相关论文
共 50 条
  • [1] Automatic red-eye detection and correction
    Gaubatz, M
    Ulichney, R
    [J]. 2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS, 2002, : 804 - 807
  • [2] Automatic red-eye detection and removal
    Miao, XP
    Sim, T
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, : 1195 - 1198
  • [3] Probabilistic automatic red eye detection and correction
    Willamowski, Jutta
    Csurka, Gabriela
    [J]. 18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS, 2006, : 762 - +
  • [4] GMM Based Detection of Schizophrenia Using Eye Tracking
    Kacur, Juraj
    Polec, Jaroslav
    Csoka, Filip
    Smolejova, Eva
    [J]. 2019 16TH IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE IN BIOINFORMATICS AND COMPUTATIONAL BIOLOGY - CIBCB 2019, 2019, : 8 - 11
  • [5] Novel automatic eye detection and tracking algorithm
    Ghazali, Kamarul Hawari
    Jadin, Mohd Shawal
    Jie, Ma
    Xiao, Rui
    [J]. OPTICS AND LASERS IN ENGINEERING, 2015, 67 : 49 - 56
  • [6] Automatic Detection and Correction of Red-Eye Effect
    Ali, Tauseef
    Khan, Asif
    Kim, Intaek
    [J]. 2009 2ND INTERNATIONAL CONFERENCE ON COMPUTER, CONTROL AND COMMUNICATION, 2009, : 313 - +
  • [7] GMM-based Automatic Defect Recognition Algorithm for Pressure Vessels Defect Detection through ECPT
    Yang, Xiao
    Huang, Xuegang
    Yin, Chun
    Cheng, Yu-hua
    Dadras, Sara
    [J]. IFAC PAPERSONLINE, 2020, 53 (02): : 820 - 825
  • [8] Automatic Classification of SAR Image Based on R-gmm Algorithm
    Zhang, Xiaodong
    Ren, Shasha
    [J]. 2018 11TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2018), 2018,
  • [9] Automatic multi-layer red-eye detection
    Huang, Po-Hao
    Chien, Yu-Chieh
    Lai, Shang-Hong
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 2013 - +
  • [10] A novel automatic red-eye detection and removal method
    Wang, Yi
    Lin, Fuhuei
    [J]. 2007 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES, VOLS 1-3, 2007, : 759 - 762